{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true,
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "# Hudson and Thames - Open-Source Soldier of Fortune\n",
    "\n",
    "### Author: [David Munoz Constantine](https://www.github.com/dmunozc)\n",
    "\n",
    "An initial implementation of the paper: [A review of two decades of correlations, hierarchies, networks and clusteringin financial markets](https://arxiv.org/pdf/1703.00485.pdf)"
   ]
  },
  {
   "cell_type": "markdown",
   "source": [
    "------\n",
    "\n",
    "## Abstract\n",
    "This notebook implements a correlation minimum spanning tree of different assets.\n",
    "The correlation metric is defined in the above [paper](https://arxiv.org/pdf/1703.00485.pdf).\n",
    "\n",
    "This notebook guides the user through the formulas used and the resulting minimum spanning tree."
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Introduction\n",
    "Analyzing the hierarchy of different assets is useful to:\n",
    ">investigate the number and nature of the common economic factors affecting the time evolution of logarithm of price of well defined groups of stocks. [[2]](#references)\n",
    "\n",
    "\n",
    "There are many metrics and algorithms used to cluster assets [[1]](#references). The one implemented in this notebook\n",
    "is the most widely adopted method. It uses correlation metrics of the log-return of prices to form\n",
    "a minimum spanning tree.\n",
    "\n",
    "This notebook shows the results of this implementation."
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Background\n",
    "The methodology used to find the correlations between assets and hierarchy is:\n",
    "1. Let $N$ be the number of assets\n",
    "2. Let $P_i(t)$ be the price at time $t$ of asset $i$, $1 \\leq i \\leq N$\n",
    "3. Let $r_i(t)$ be the log-return at time $t$ of asset $i$\n",
    "$r_i(t) = log P_i(t) - log P_i(t-1)$\n",
    "4. For each pair $i, j$ of assets, compute their correlation:\n",
    "$p_{ij} = \\frac{<r_i r_j> - <r_i><r_j>}{\\sqrt{(<r_i^2>-<r_j>^2)(<r_j^2>-<r_i>^2)}}$\n",
    "5. Convert the correlation coefficients $p_{ij}$ into distances:\n",
    "$d_{ij} = sqrt{2(1-p_{ij})}$\n",
    "6. From all the distances $d_{ij}$, compute a minimum spanning tree (MST)\n",
    "\n",
    "To calculate the MST we used [Kruskal's algorithm](https://en.wikipedia.org/wiki/Kruskal%27s_algorithm).\n",
    "It should be noted that for any given graph, there can be multiple MSTs."
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "source": [
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import random\n",
    "import networkx as nx\n",
    "from scipy.cluster.hierarchy import dendrogram, distance, linkage\n",
    "from graph import Graph\n",
    "from core import DEFAULT_ASSETS, asset_prices, draw_graph\n",
    "random.seed(2814)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "execution_count": 1,
   "outputs": []
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Downloading Stock Data\n",
    "For this notebook, we will use the asset prices for 50 US traded stocks and exchange traded funds (ETFs).\n",
    "They were chosen to represent the broad US market, as well as traditional uncorrelated assets such as precious metals,\n",
    "treasuries, emerging markets, etc.\n",
    "\n",
    "The period analyzed consists of the few months before the COVID-19 2020 crash, and the few months during the crash."
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "outputs": [
    {
     "data": {
      "text/plain": "['SHYD', 'DIS', 'IEF', 'BA', 'AAPL', 'UUP', 'TSLA', 'RSX', 'EWZ', 'EWG']"
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "random.sample(DEFAULT_ASSETS, 10)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "The next step is downloading the historical asset prices. This data is downloaded from Yahoo! Finance."
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[*********************100%***********************]  50 of 50 completed\n",
      "[*********************100%***********************]  50 of 50 completed\n"
     ]
    },
    {
     "data": {
      "text/plain": "                  AAPL        ADBE         AMZN          BA         CAT  \\\nDate                                                                      \n2019-12-10  267.121246  304.170013  1739.209961  345.842346  139.539093   \n2019-12-11  269.399658  303.739990  1748.719971  347.929932  140.642761   \n2019-12-12  270.086151  305.959991  1760.329956  344.241882  143.357956   \n2019-12-13  273.757477  317.940002  1760.939941  339.649200  142.137070   \n2019-12-16  278.443604  323.799988  1769.209961  325.065948  141.971054   \n\n                 CSCO         DIS        EWA        EWG        EWI  ...  \\\nDate                                                                ...   \n2019-12-10  43.028042  145.229889  21.705889  28.529015  28.308172  ...   \n2019-12-11  43.203671  146.711014  21.966593  28.776405  28.475212  ...   \n2019-12-12  44.559879  146.880005  22.101770  29.023794  28.907549  ...   \n2019-12-13  44.198875  146.380005  22.082460  29.102961  28.740511  ...   \n2019-12-16  44.862347  148.460007  22.482454  29.389933  28.942364  ...   \n\n                 SPLV         SPY        THD         TLT         TRV  \\\nDate                                                                   \n2019-12-10  56.637283  308.813232  83.063904  137.289810  133.755554   \n2019-12-11  56.479385  309.689850  83.648445  138.369034  132.857544   \n2019-12-12  56.351086  312.359070  84.603203  136.091782  133.824631   \n2019-12-13  56.587940  312.546204  84.632431  137.666046  133.873993   \n2019-12-16  56.903740  314.693390  83.562874  136.428406  134.387131   \n\n                  TSLA         UNH        UUP           V         WMT  \nDate                                                                   \n2019-12-10  348.839996  277.120911  26.195570  181.692184  118.095673  \n2019-12-11  352.700012  278.092499  26.097534  181.442963  117.956902  \n2019-12-12  359.679993  281.175781  26.136747  182.071014  118.710243  \n2019-12-13  358.390015  283.029755  26.136747  184.563217  119.235596  \n2019-12-16  381.500000  289.523560  26.087730  185.659790  119.483398  \n\n[5 rows x 50 columns]",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>AAPL</th>\n      <th>ADBE</th>\n      <th>AMZN</th>\n      <th>BA</th>\n      <th>CAT</th>\n      <th>CSCO</th>\n      <th>DIS</th>\n      <th>EWA</th>\n      <th>EWG</th>\n      <th>EWI</th>\n      <th>...</th>\n      <th>SPLV</th>\n      <th>SPY</th>\n      <th>THD</th>\n      <th>TLT</th>\n      <th>TRV</th>\n      <th>TSLA</th>\n      <th>UNH</th>\n      <th>UUP</th>\n      <th>V</th>\n      <th>WMT</th>\n    </tr>\n    <tr>\n      <th>Date</th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>2019-12-10</th>\n      <td>267.121246</td>\n      <td>304.170013</td>\n      <td>1739.209961</td>\n      <td>345.842346</td>\n      <td>139.539093</td>\n      <td>43.028042</td>\n      <td>145.229889</td>\n      <td>21.705889</td>\n      <td>28.529015</td>\n      <td>28.308172</td>\n      <td>...</td>\n      <td>56.637283</td>\n      <td>308.813232</td>\n      <td>83.063904</td>\n      <td>137.289810</td>\n      <td>133.755554</td>\n      <td>348.839996</td>\n      <td>277.120911</td>\n      <td>26.195570</td>\n      <td>181.692184</td>\n      <td>118.095673</td>\n    </tr>\n    <tr>\n      <th>2019-12-11</th>\n      <td>269.399658</td>\n      <td>303.739990</td>\n      <td>1748.719971</td>\n      <td>347.929932</td>\n      <td>140.642761</td>\n      <td>43.203671</td>\n      <td>146.711014</td>\n      <td>21.966593</td>\n      <td>28.776405</td>\n      <td>28.475212</td>\n      <td>...</td>\n      <td>56.479385</td>\n      <td>309.689850</td>\n      <td>83.648445</td>\n      <td>138.369034</td>\n      <td>132.857544</td>\n      <td>352.700012</td>\n      <td>278.092499</td>\n      <td>26.097534</td>\n      <td>181.442963</td>\n      <td>117.956902</td>\n    </tr>\n    <tr>\n      <th>2019-12-12</th>\n      <td>270.086151</td>\n      <td>305.959991</td>\n      <td>1760.329956</td>\n      <td>344.241882</td>\n      <td>143.357956</td>\n      <td>44.559879</td>\n      <td>146.880005</td>\n      <td>22.101770</td>\n      <td>29.023794</td>\n      <td>28.907549</td>\n      <td>...</td>\n      <td>56.351086</td>\n      <td>312.359070</td>\n      <td>84.603203</td>\n      <td>136.091782</td>\n      <td>133.824631</td>\n      <td>359.679993</td>\n      <td>281.175781</td>\n      <td>26.136747</td>\n      <td>182.071014</td>\n      <td>118.710243</td>\n    </tr>\n    <tr>\n      <th>2019-12-13</th>\n      <td>273.757477</td>\n      <td>317.940002</td>\n      <td>1760.939941</td>\n      <td>339.649200</td>\n      <td>142.137070</td>\n      <td>44.198875</td>\n      <td>146.380005</td>\n      <td>22.082460</td>\n      <td>29.102961</td>\n      <td>28.740511</td>\n      <td>...</td>\n      <td>56.587940</td>\n      <td>312.546204</td>\n      <td>84.632431</td>\n      <td>137.666046</td>\n      <td>133.873993</td>\n      <td>358.390015</td>\n      <td>283.029755</td>\n      <td>26.136747</td>\n      <td>184.563217</td>\n      <td>119.235596</td>\n    </tr>\n    <tr>\n      <th>2019-12-16</th>\n      <td>278.443604</td>\n      <td>323.799988</td>\n      <td>1769.209961</td>\n      <td>325.065948</td>\n      <td>141.971054</td>\n      <td>44.862347</td>\n      <td>148.460007</td>\n      <td>22.482454</td>\n      <td>29.389933</td>\n      <td>28.942364</td>\n      <td>...</td>\n      <td>56.903740</td>\n      <td>314.693390</td>\n      <td>83.562874</td>\n      <td>136.428406</td>\n      <td>134.387131</td>\n      <td>381.500000</td>\n      <td>289.523560</td>\n      <td>26.087730</td>\n      <td>185.659790</td>\n      <td>119.483398</td>\n    </tr>\n  </tbody>\n</table>\n<p>5 rows × 50 columns</p>\n</div>"
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "assets_before_covid = asset_prices(DEFAULT_ASSETS, start_date=\"2019-12-10\", end_date=\"2020-02-19\")\n",
    "assets_after_covid = asset_prices(DEFAULT_ASSETS, start_date=\"2020-02-20\", end_date=\"2020-05-01\")\n",
    "close_prices_before_covid = assets_before_covid[\"Adj Close\"]\n",
    "close_prices_after_covid = assets_after_covid[\"Adj Close\"]\n",
    "close_prices_before_covid.head()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "With the price information, we can calculate the log-returns, correlation, and distance metrics.\n",
    "We can visualize the distances between each stock below and each period."
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 792x792 with 2 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 792x792 with 2 Axes>",
      "image/png": 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zJzan9ju6JobqXrToouwi4A/HfiZUN86yv9d/Oyr29+YDx64O1V10RyyG95Sdscc987EfVe5LvZ+61i2vy5aqlikH1OU562xWERERkQY2qMGcmZ1hZm5mh5Qsf0a6/EUly3vM7C4zu9fMfmJmY9Ll2f8yioiIiMgeBrtl7hzgr8DZvSw/p2R5h7sf7e5HkAQ5v3WQjy8iIiKyu3xPfS51MuDBnJm1k0yL8EaKBnNmZiRB1OcDLzSzUb00cRNw4EAfX0REREQGt2XuFcB17v5PYIOZHZMufw6wwt2XATcALym9o5k1Ay8G7hnE44uIiIjsyfP1udTJYAZz5wBXpr9fya5dqr0tBxhtZneRzIO1Evjf6IOZ2QVmtsjMFuXz2wbRbREREZHhY0BTk5jZZOBk4Agzc6AJcDP7EPAq4OVm9hHAgMlmNs7dt5AeMzeQx3T3+cB8iE9NIiIiIiNQvn5byephoFvmzgQuc/f93X22u88CVgAfBe5291np8v2Bn5HskhURERGRChvoYO4c4OqSZT8DntXL8nMz2htjZquKLu8dYL9ERERERpQB7WZ195PKLPs68PUyy68Brkl/Lzu9uLtr8mIRERGpCK/jyQj10JBxXpGYLoBLVy/MrHnvjOeF2prQ3BmqmxSMQprdlB3TBTAtkNT1RDBGaKzH6rZb7JDEGT2x9qLRSuMDU/SsCa6x44Krdm7S6FDd3rnNoboJ+ez/S7YGX99Z+dhz8B2xE4LWemwdPq0z9iXYQXY83M7WWIQc3bHX5NCdsei61mAU2i1tvc2ctLulgafxzB2xvq0cHfvfdVrw8zWrKza31f2jsuPB1gc/XzZheqjO1z8Sqmtqib1fzRNir8khPYG4qabs6D2A7d2x98u3x+LBtuZi7c1qy44kPKA79ndkw/2xukPysQi5MfnYui6105CDOREREZFe6QQIEREREWkUAxrMlWaymtlsM+swszvNbKmZ3WZmryuqP9/M1qa5rPeZ2U+LclkvNrNH09sKlwmVeXoiIiIy4mjS4JBymazL3P0Z7n5ouvw9Zvb6otuvSnNZDyfJZT2r6LavprcVLk8OsF8iIiIiI0q/B3O9ZbIWc/flwHuBd5a5fzMwFtjY38cWERERkd0N5ASIpzJZzayQybqhTN1i4JCi62eZ2XOB6cA/gV8V3fYeMzsv/X2ju79gAP0SERERgXzsLO/hYiC7WfvKXi1Weg75VWmU1zTgHuD9RbcV72YtO5Arzmb9x5blA+i2iIiIyPDTr8FcUSbr98zsIZIB2VnsOXADeAawtHShuzvJVrnYBG+77jff3ee5+7xDxh3Qn7uKiIjISKITIPrUWybrvsVFZjYb+BLwjV7aeS6wrJ+PLSIiIiIl+nvM3DnA50qW/Qy4CJhrZncCo4AtwDfc/dKiusIxczlgFXB+0W3Fx8wBvMLdH+pn30RERERG3KTB/RrM9SeTtaRmAbCgl9suBi7uTz9EREREJNGQcV7TieXHRXJXv7L6xlBb7573tFCdrYxlTK7Pt4fqZuez8/n22hHIIQTaPJan11X2EMg95YOZqxPoCtVNHtuRWbO5I5Yx2NM8JlSXXxeb0nAWsfaO78x+v7Z47GO3JRfMNe2Jva9HBJ9Ds+0M1R08qdxJ7LubszP2XJv3mxSq23+vWEZuR/AzcURur1DderLPjNunNXv9BZibHxeqi2auRj2nM/t7c1Y+9t779uBUoKPGhspGz4mt69YcOzLoqK7s59Hmse+SWcTe1+jZk8dOXBeq6+rKfk3274h99sfPzP5eAjhufey5PpKLZRpL7TTkYE5ERESkN17HkxHqQdmsIiIiIg0sPJjrJY/VzeyTRTVTzKzLzC5Jr/+uJHN1tZn9Lb1tQZrJ2lZ034cq+uxERERk5Mnn63Opk/5smSuXx7oceFnR9VcD9xWuuPuLCpMBk0SAbQY+WlTfA7yhv50WERERkURoMNdHHmsHsNTM5qXXzwJ+3Esz/wNc6+5/KFr2NZJpSXTsnoiIiFSGJg0u66k8VqCQx1pwJXC2me1LsqVtdemdzewMYB7w4ZKbVpJs7XttfzsuIiIiIvHBXF95rNcB/5ouu6r0jmY2k2QeunPdvdz54p8hiQXrsy/F2ayLtzwY7LaIiIjI8Ja5e7Moj/UIM3OgCXDgWwDu3mlmdwDvAw4HTiu6rwE/AD7n7kvKte/uD5rZXcC/9dUPd58PzAf42OzXxCZzExERkZEnOO/fcBE5Vq2Qx/qWwgIz+wu757F+GfiLu69Pxm9P+U9gh7t/M+MxPg38JtZlERERESmIDOb6ymMFwN3vo+gs1iKfAlalW94KNrr7C4qL3P0+M1sMHIOIiIjIYIywSYMzB3P9zWMtzmF17z0vxd3PL7n+yqy+iIiIiMjuGnJKkBODeXQTmjsza6KZq/st+meobtH0Y0N1J9imUN3yruwcx45cLCT13pZY3axYlCptHjt0cXFLLMdvckd2XTAOlnk7YxmTPWtiWZ8ndsTygJc1Zz+H6FlHE3tix3z0LF0YqnteZyx3ceaM2Lp50+PTQnURj34vttJttwmhuiP3juVfnro2luE6Z//sHNpbV04PtTXPYzmZE0bH1uEJU7aH6v6+cp/Mmp3RtTO4LvnDS0N1f70uu28Ac9pjn9d1ZL+vbcEjr7s99prkl9wcqlu1PpYHPLY5+++cEXsSY15+ZKju4Xs2hupe+uI1obq6quMEvvWgOC8RERGRBqbBnIiIiEgDq8lgzsx60mzWu81ssZmdUHL7e8xsh5mNr0V/REREZBhTAkRVdKQZrU8nSYH4bMnt5wC3A2fUqD8iIiIiw0I9drPuBTx1lKWZzQXagY+ye7KEiIiISP/l8/W51EmtzmYdnc41NwqYTpIoUXAOcAVwE3Cwme3j7g1wqoyIiIhI/dV6N+shwKnAZbYrKuJs4Ep3zwM/B15droHibNbfdCyrTa9FRESk4bj31OVSLzWfZ87dbzGzKcDeZjYNOAj4Qzq2awWWA3vEfxVns/5h6lnKZhURERGhDsfMmdkhQBOwnmQX68XuPju9zABmmtn+te6XiIiISCOq9TFzkEzi/zp37zGzs4EXl9ReTbLr9fM16puIiIgMJ8pmrTx3b+pl+Zwyy95b/R6JiIiIDA8Nmc26vCWWpzipJ/vp2crY4XfRzNV5j90RqvvctBeE6iwQCRp9E9uD/6g8EWxwr3wsKXWTxV7jpqbs9iYEjy9d1dQWqnvmMQeF6pZcvzX2wAEHdMaexB1tsaMgXnToCdlFwMb830J1y4OZq5Hs2BWtZf+P28Ppr9wSqrvxJ7F5xX++KZb12R77KmGP/zrLWB9YfwF25mNZxSt3BjONV44N1UXeiwk9sfeL7uzca4DcESeG6p71zD+E6lpnjg7V/fba7M/OE7nY53Byd+wLMXfkSaG69pbbQnUz9svOSF6zLPZZ7V58f6juoZapobr1i0JlxFJoq0TZrCIiIiLSKBpyy5yIiIhIr0bYMXNV2TJnZtPM7EozW2ZmS8zsWjN7WnrbUzmsZjY5zWy9y8weN7NHi64HdjCKiIiIjGwV3zKXTgZ8NfADdz87XXY0MBX4J0U5rO6+ADg6rbkY2OruX6p0n0RERESGq2rsZn0B0OXu3ykscPe7YLcc1vcDFwELqvD4IiIiMpLl65fGUA/V2M16BNDbKZ175LBW4fFFRERERoxan80aymEtpzib9aZtD1StgyIiItLgPF+fS51UYzB3H7DHpGxmdhS7clgfIhnYnRNt1N3nu/s8d5934tjY3GAiIiIiw101BnN/BtrM7M2FBWZ2HPA/KIdVREREqi2fr8+lTio+mHN3B84A/jWdmuQ+4GLgJJKzXIsVclhFREREZACqMmmwu68G/i1Q996i3y+uRl9EREREhrOGTIBY3LwzVDc7kM+5Pt8eausEy87Jg3jm6ocevz5U94npJ2XWNBHLhGyPRaSGrQ/GOE4MZrjOCWSWbm6KbUz+e2vsyb7i8bWhuiW52OMelM9e5x5uib1wayyWf8moWDbnHaNiz2FMcD2ZEchmHZuPPVcbHcvSfTz62gVzN++nO1R3+MOTMmu2BKc5f6g5tium3WOfm4fC61P2c31pcJXzrth3MNs2hspyrbHnmt/WFXvYQB70OmJttQT/TFprLEu3Ox/7HHrg/Y9+H+5cGXtjN1ts3bxpXSzDNZJpXDVKgBARERGRRtGQW+ZEREREelXHkxHqod9b5nrLXTWzr5vZvWZ2j5ndbmZz0vp2M/t/hZMhzOxGMzs+vW1fM/ulmT2Q3v4/ymQVERGR4cjMvm9ma8zs3j5qTkoz6u8zs79E2u3Xlrk+clfPAmYAR7l73sz2Bbald/sesAI4KL3tAODQtK2fA99299PNrAmYD3yaJO5LREREpP+G7pa5BcAlwGXlbjSzCcC3gFPdfWU0Kau/W+Z6y13dBjyWJjvg7qvcfWOaxXo88NGi25a7+2+Ak4Ed7n5purwHeA/wBjMb089+iYiIiAxp7n4jsKGPknOBn7v7yrR+TaTd/g7mestd/TFwWrpZ8Mtm9ox0+eHAXelArdThpW25+2ZgJXBgP/slIiIi0uieBkw0sxvM7A4z+/fInSpyAoS7rzKzg0m2tp0M/MnMsnJXDSh3/njZ5WZ2AXABwImTjuHQcQcMrtMiIiIyLJXfhlR9xWOV1Hx3n9+PJppJIlFPAUYDt5jZre7+z6w79cd9wJnlbnD3ncBvgd+a2RPAK4CvAU83s1xhN2tJW68qXmBmewGzgGVl2p9Pckwdb5n96grPmCYiIiIyOMVjlQFaBaxz923ANjO7EXg60Odgrr+7WcvmrprZ881sRno9BxwFPOzuy4BFwCfSEx4ws4PM7HTgT8CYwibE9ASILwML3H17P/slIiIikmjcbNZfAieaWXN6/sDxwNKsO/VrMNdH7upRwK/SU23/DnSTnK0B8CZgGvCgmd0DfBdYXdTWq83sAZJR5w7gov70SURERKQRmNkVwC3AwWa2yszeaGZvNbO3Arj7UuA6krHUbcD33L3XaUwK+n3MXB+5q9/opX4z8OZebnsEOK2/fRARERHp1RCN83L3cwI1XwS+2J92GzIB4mmB/EuAaYHYxdn5HaG2lneNC9VFpzyOZK4CfPyxGzJr3jfjeaG2tjTF8g/He2yDbXPwyMVVTbEDUcc1Z2dMbg9uS57dHXuudMc+8HN8dKjuH7ns9enQfCzDcbq3hOp8w+pQ3TN2xp7r3rlY7uaqXPZrsjq4kuy4t68z9XfZmovl0E70WF7prGB27My9s2cHaHsy9r4+rSu2Eo/Lx167qR57v65vy/7eXNoW+9w8rz07qxaAzo5Q2eYVsT9F7TNjeaqTAnnQTzbFHrOV2PdXft3KUF3wm4mHVmS/xu3EPtOjDt8rVJd7IFTGSdMfixVKzSibVURERKSBNeSWOREREZFeDd0EiKqo2pY5M+spyha728zem57pWsgd+3X6+1Qz+3Vas8TMrq1Wn0RERESGm2pumetw96MB0myxy4HxwMdL6v4b+IO7/09ae1QV+yQiIiLD3RA9AaJaanLMXJotdgHw9sJ8c0Wmk0ySV6j9ey36JCIiIjIc1OyYOXdfnu5m3afkpm8CV5nZ24E/Apem05+IiIiI9J+OmauqPc7KdvffAQeQTCZ8CHCnme29xx3NLjCzRWa26NatwfOnRURERIa5mg3mzOwAoAfYY8Imd9/g7pe7+2uB24E9Jk5z9/nuPs/d5z2r/aDqd1hERESkAdRkN2u6pe07wCXu7sWHzZnZycCt7r7dzMYBc4HY7IsiIiIipUbYCRDVHMyNNrO7gBaSrNYfAl8pU3cscImZdZNsKfyeu99exX6JiIiIDBtVG8y5956n4+43ADekv/c7g0xERESkVyPsBIiGTIB4NBcIXQWeaM1OwdtrRyz/siMXS9SLvqBNwYS+SO7ql1ffGGrr1dOPC9VNtlj27RiLHXK5NL8lVNfV0p5Zs5FYNuNMYs8hv3l7qG6TxbJZI+/rilzsOUTXEdpieaV3tsXer9ndY0J1D7ZmZ4c+Qiz7uCdWxupcLCfzwO5Y5uptzbFc0+PWZ6+bawOvB8CqptgfmWi+bG5nLN5tDVIAACAASURBVBB6hWW/yJOj4dLBXNOo+x+dEqo7mHWhusVN2c91TT6WG3vjqAmhumePiuV339Qc+3yd0JXdv6WtsXXkxLXbQnVriOULr3k89lz3C1VJJTTkYE5ERESkVyNsy1ytpyYRERERkQqqyGCuKIe1cPmQmZ1uZr8oqvmwmT1YdP00M7um6PovzeyWSvRHREREZKSo1G7Wp3JYC9LpSOYXLXo2sNnM9knjvU4Abk5rJwDHAFvNbI67r6hQv0RERGSkGWFTk1RtN6u7rwU2mdmB6aKZwM9IBnGkPxemv78K+BVwJXB2tfokIiIiMtxUajA3umQ361np8oXACWZ2MPAAcGt6vRk4iiTtAeAc4Ir0ck6F+iQiIiIjUT5fn0udVG03a+pmki1wTcAtwG3Ax4BnAPe7+w4zmwocCPw1TYfoNrMj3P3e4obM7ALgAoBTJs3jqHFzK9R1ERERkcZV7bNZF5IM5k4AbnH3LcAo4CTS4+WAs4CJwAozewiYTZldrcXZrBrIiYiISK88X59LnVR7MLcEmAGcCNyZLrsLeCu7jpc7BzjV3We7+2ySeC8dNyciIiISUK1j5j4H4O4O/A1Y5+6Fae9vAQ4AFprZbJJJom8tNJSeybrZzI6vUN9EREREhq2KHDOXkcP60pLrC4AFRYtmlrnPMZXol4iIiIxAIywBoiHjvCYEMwvHena2ZZvHcl7vbYnlZLYH15/2WIwjW5qyHzeaufqTx27PLgJOnVbuXJY9jbbY6rOuJ5YLeFguO+9vXHCVHR147wG6VsdCQWNrHIwJVG4I5stGs1l924ZQXWuwvbnBoNSHm7PzbydaLPt4yxOxTMhc8DmMDn4OpxPLIu3JZ2e4dhH7UAc/+kyOxdAyIxd7v6YFcjfbgp8bdsY+09FjiDbnYp+wRx8bH6prb8tu70mLPWZ38CXxLbHc2O0WWwPWeuDzFVxHWg6aGqobfXMwN3hCLNdWaqchB3MiIiIivdKkwSIiIiLSKAY1mBtsJquZtZvZt81smZndaWZ3mNmbB9MnERERGeE0aXC/DCqTFfgesBw4yN3z6X3fMMg+iYiIiIwYFd/NGs1kNbO5wDOBj7onO7fdfa27f77SfRIREREZrgY7mBtMJuvhwN2FgVwWM7vAzBaZ2aJFWx/MvoOIiIiMTCNsN+tgB3Md7n500eWqdHkhk/UEdmWyHk9RJmtpQ2b2kXRAuLrcAxXHec1rP7BciYiIiMiIU62zWSOZrEuAp5tZDsDdP50ef7dXlfokIiIiI4F7fS51Uq3BXGYmq7s/CCwCPmWWzN5oZqMgOCuoiIiIiAz6bNbRZnZX0fXr3P1D7u5m9jdgfEkm6wWkg7nUm4AvAg+a2QagA/jgIPskIiIiI5nivOIGmcmKu28G3jKYPoiIiIiMZA0Z59US3BMbycDrCrY1KxanyRMVfkXHe/ae8MmWneEH8czV6x6/K7sIeP2ME7KLgPEtk0N1e+ezsxLXBA8MiOaats4cHaob+/fYA7cFHnef4MfuSYsFL1ogIxXimZCjW2Ir++R8dtbnzqbY65ZrivXt8M7KHhnSFjzEZZtnv2ezemJ925gLvg/BDQs9+djj7hOoC2/L6OqMVobMIJYvO2Pq5ljdxuws0q7g5yH4dsGosaGyA7pi300HjM5+rp07YoeYdz+8NlQ31WMZrh3bY5nLUjsNOZgTERER6dUI282qbFYRERGRBlbxwVwF8lofMrMple6XiIiIjBCer8+lTqqxm3Wwea0iIiIiElST3azRvNZa9EVERESGOcV5Ddpg8lp7VZzNetvWB6rQbREREZHGU5PdrKlCXmsTu/JaP0Yfea3F3H0+6a7az+5/Xv0yM0RERESGkFpOTbIQeAfJYO677r4lje86CR0vJyIiIpVSx5zUeqjl1CSZea0iIiIi0j/V2DI32LxWERERkYEbYZMGV3wwV4G81tmV7pOIiIjIcNWQcV7dxPaFz+jJzsDLx2LyaAvuf98r2OD67BhSAJoDDzvGYnvLR1vs7Y5mrl66OrZB9TUznhWqi7xy0VzescF/yrrXxzIh88F1LhK72BNcl9YSDARuir2vewc+DwAbO7MzVwGaAvGME4K5oeNn7wzVPbw59tpNDH4Og68w7bnsyiXBfNkxwaNbNjfFviQ29cTe/0gO7V6xOGC8syNUZ3vF5n/fEchlBujpjr12qy37/drq3aG29qM1VBfdEvRk8Lv/yY7szOVtTbH1vHnGxFDdJos9h86u4JOopxG2ZU5xXiIiIiINTIM5ERERkQambFYREREZXpTNOmjKZhURERGpEWWzioiIyLDiea/LpV4aMpt10dYH+yoVERERGTEaMpv1k/u/ZmTldIiIiEicpiapmoUkg7kTgFvcfQugbFYRERGRQVA2q4iIiEgNmNn3zWyNmd2bUXdcOjvImZF2a3HM3OcA3N2BvwHrSrJZD2D3wVwzEJsOXkRERKTU0J2aZAFwal8FZtYEfB74XfTpDqls1nQKE0t3wYqIiIgMG+5+o5nNzih7B8mMH8dF2x0y2axm9nLgC8CHs2qjZz/sDMTWTQimMy5uieVVbrLKZkeuasoOS1yaj4191/VsC9WNb5kcqotmrv5o9a2huq7pz8ysGUMsE3BcLvZ+5cbE2ousSwCrAhuVmyzWWKU3m0fTFHcG82+XNGdnW24nFvbZvSX2mGss1t744FdbNJu5va0zs6Yr+I7lg3XR9789+Jo8GFgBmoNZn2e2x7I+ycf61hNc57ZtjeWkbvTs7/V1+WC+bG5MqI5c7B1bl4v9jdgQyIR9rMJ/wdeSvZ4D7D1ta2UfuBrqOE3IYJjZTOAM4GQacTDn7tcA19S7HyIiIiIDYWYXABcULZqfzsYR9TXgg+7eY8F//GEIDeZEREREKqJOU5MUT6M2QPOAK9OB3BTgJWbW7e6/6OtOg96TU4Es1q0l7Z1vZpcMtl8iIiIijcTd57j7bHefDfwUeFvWQA4qs2VOWawiIiIiGczsCpL5daeY2Srg40ALgLt/Z6DtVmU3q7uvNbNNZnaguz/I7lmsv0h/frQajy0iIiIj3BBNgHD3c/pRe360thInzFUli7WUsllFRERE9lSV3aypwWSx7nFOcfFBhf+tbFYRERHpjY+sYUI147yiWawdZlY8oc4kYF0V+yUiIiIybFRzMBfNYv0LcB6AmY0G/g24vor9EhERkeEsn6/PpU6qccxcf7NY3wW80szuIjmu7ifufmMF+iUiIiIy7A36mLnBZLGmyx4FXjbYfoiIiIiMRA2ZADEpGKg4PhALOHlsLJ9vckcs67MpmG04pzOWWTiuOTtQsaulPdTWYblxobq987EUz2jQSCRzFeDHj92WWXP+jGeH2prbGTv4tfmg6aG6GX8OldEeyIQdHdwS3xl8gW38PqG6aV2xB45mfc7Ot2XWrAnmVY4+KJa5ediDsa+sqd2x59risf5NnL49s2bOmvGhtmbF4qBpD+6ymTi6r3PJdpnZk92/scFjxr0jlgcdXTdntseyPsfvE/u+nvrY1MyaKU2xdS4aBp6bOCNUt0/w79e4QL7spJ7Yc8hvi60jezE2VNfanp3LXHcNms06UNU8Zk5EREREqqwht8yJiIiI9MqH5qTB1TKgLXODyWM1s3eZ2deKlv8/M/tj0fV3mNnXB/qEREREREaSgW6ZG0we60LgNUV1RwM5M2ty9x52RX6JiIiI9J+OmRsYd18LbDKzA9NFxXmspD8Xksw59zQzG21m44HtJPPPHVlSJyIiIiIZBjqYG3Aeq7t3kwzejgOeRTIXXaFuBmDu/kjpAxZns9689YEBdltERERkeKnYbtZUNI+1UDc6rXsAuAhYSy9b5YqzWS+Zdd7I2n4qIiIiYV7HNIZ6qPTUJNE81kLds0kGc0uBw9h1XJ2IiIiIBFR6MBfNY11Isot1b3dfk0Z/rQVOR8fLiYiIyGDkvT6XOqnUMXP9ymN1940kg7f7itq8BdgHuHuAfRIREREZcQZ0zNxg81jT5YeXXL8YuHgg/RERERF5ygibNHhYJ0CsCTy7zR3Z+ZIQzyGdEIu1ZHNTbKPo9kDZRmJhj+OCb/ea4PbaluCrMoZY1mskd3XB6ltCbc2b+oJQHTs7Y2UWy0B8yLLbm52LtTUm+F3kWzeG6pa3xt7YqcFc29GBsh3EnkT3mp2huh3BdbMpGKi5pilWt+6J7Pzj9uAelkdbYnUHBMN5d3TGPtddgbLVudiTsPZJoTqC6+ZjW2P50ntNiWWztgcyd9dZLF90XTCrOP/k46G6NcHX+AjLrvPgH6bOZZtDdS3E3odt62J/N6V2lM0qIiIi0sCG9ZY5ERERGYGUANE/g8xpPb7kvneZ2Q4z+4/B9ktERERkJKjElrkB57S6+99IslkL93sh8HXgsgr0S0REREYiTRo8eP3IaX2KmU0Bvgu8xt23VaNfIiIiIsNNJQZzA85pLWnnf4Fvufsd5R5E2awiIiIie6rKbtZUNKcVM3srsBfwxd4eRNmsIiIiEqITIComlNNqZocAHwVe6z7CZvkTERERGaRqDuYyc1rNrBW4HHiPu6+qYl9ERERkpPB8fS51Uo1j5vqT0/oq4EjgIyVtvKcC/RIREREZ9gZ9zNxgclrd/QrgisH2QUREROQpI+yYuYZMgFjctCO7iFgWaU/zmFBb83bGsiNXNcUy6/7eGlvRZndnh+/NJPaYo4NBfk3BzNWxwS3K43KjQnVzA5mg0czVtz9xfajutW2x9n7j60J1J/uUzJquYG7o9lzsfbC22Dq8PZD1CLDNY18LU7oj7cXaat4ntg7HUohhcy6WB3wvW0N1R3aOzaxpC36bPhDMBH1aIF8UoLMn9lzva96eWXNqZ2xdoin4ZFtiOcSHzl0TqmsdF/vS2Wd19mfnsaZYWy/uiL0PNmZCqO64HbHHbW3KzoSN7tTzWAQ1bcHv/u3bYu+r1I6yWUVEREQaWENumRMRERHpjY+wBIiaDubMrAe4p2jRK4DZwC+BFSRbCtcA56axXyIiIiLSh1pvmSuX4zobuMndX5Ze/yxwIfDxGvdNREREhoMRdgLEkDpmzswMGAdsrHdfRERERBpBrbfMjTazu9LfV7j7GenvJ6bLJwPbgItK72hmFwAXAJww6RkcPO6AWvRXREREGo22zFVVh7sfnV7OKFp+U7psFnAp8IXSO7r7fHef5+7zNJATERERSQyp3aypa4Dn1bsTIiIiIo1gKE5N8lxgWb07ISIiIg2qjjmp9TBUBnOFY+YM2AS8qc79EREREWkINR3MuXt7mWU3AONr2Q8REREZxkbYCRDm3nhPeOsHXxnqdG5S9hgxv+7J0GP2rNkcqms55qBQXf7xtaE6urM3Fec3Z2cuAnStjmXats4cHarrXh9rLzcmlh3ZfND07KKd0ZDBWHbg+P+OZbhuuih2GKcH+rfz3ljOqwX/1Wqbt3+orvvB1aG65lnZ+bIA+TXZn53ctImhtjr+Futb636xnN+mmbHnQFcs7TW/fkt2UXNsPaczls3asyW2rrfM3SdU51sD3xNNsedgk/aK1bVnZ9oCrL/s/lDdH1cHviOAV70ke855GxvLA6Y7OyMVIBd8TbpXxL77c2NbMmtsfCxLt/llZ2QXAT1/ujZUl1+3KVQ37pJrY2GvVbD1vS+vy+Cm/SvX1OU5D5XdrCIiIiIV4SNsy9xQPJtVRERERIIqOpgzs6lmdrmZLTezO8zsFjM7w8xOMrNfl6m/wczuN7O/m9k/zOwSM5tQyT6JiIiIDGcVG8ylUVy/AG509wPc/VjgbGDfjLu+xt2PAo4CdgK/rFSfREREZATKe30udVLJLXMnA53u/p3CAnd/2N2/Ebmzu3cCHwD2M7OnV7BfIiIiIsNWJQdzhwOLB9OAu/cAdwOHlN5mZheY2SIzW/T9u1YM5mFERERkOMvn63Opk6qdAGFm3zSzu83s9v7etdzC4mzWNxw9pwI9FBEREWl8lZya5D7gVYUr7n6hmU0BFkUbMLMm4EhgaQX7JSIiIiOJpiYZsD8Do8zsP4qWxWY0BMysBfgs8Ii7/72C/RIREREZtiq2Zc7d3cxeAXzVzD4ArAW2AR9MS04xs1VFd3l1+vNHZrYTaAP+CJxeqT6JiIiIDHcVTYBw98dIpiMpp1xG1EmVfHwRERGRkbabtSGzWV+230tDnd47l53jOItY1uOJHbE8xSVt2Xl6AEtyO0N1czw7P3CTxc6gCSZHMtZje9/zxNadncGkuhk92YXRtn7jsfzTq98Yyw4d/5kbQ3Ufn35SZk1z+XN89vCkxTIhP/mX94fqLnr+F0N1x3ZG3//s57EhuNK97tTsLE2AH1wXyyFtD55U9uPc+lDdv/dMyqzZnIu9r4ubY5/953TFskNHB/9oXdWanS/70u5Yvui5v3tdqM67Y89107u/FKprHht7rvPvnZVZcwexvO3zdraH6l588ztDdX864Wuhugm57Nzgxc2xHO1z5z0SqvvInVNDda8L5gs/a/XP65bNuuWtp9ZlcDPuO9cpm1VERERksBpxQ9VgKJtVREREpIGFBnO9Za6mtz3XzG5Ls1X/YWYXlNz3gqLbbjOz5xbd1mxmnzGzB8zsrvTykco+RRERERlRFOe1u74yV81sGnA58FZ3PwR4LvAWM3tpet+XAW8Bnpve/lbg8vR+AJ8CZgBHuvvRwIlA7KAzERERkQZiZt83szVmdm8vt7/GzP6eXhZG400jW+b6yly9EFjg7ovT5etI8lU/lJZ+EHh/upy07gfAhWY2Bngz8A5335HevsXdL450XERERKTBLABO7eP2FcDz3f0o4JPA/EijkcFcX5mrhwN3lCxblC7Puv1AYKW7Z59ixe7ZrCu3rozcRUREREaiIbqb1d1vBDb0cftCd9+YXr0V2DfydPt9AkRJ5qpB2fkp+npGZe9jZq9Pj5l7xMz2OK+8OJt1v/b9+tttERERkUbyRuC3kcLIYO4+4JjCFXe/EDgF2Du9bV5J/bHAkvT3Jen1Ysekyx8E9jOzcWm7l6bHzW0iPiWaiIiIyG4873W5FO9FTC8XZPd2T2b2ApLB3AezaiE2mOsrc/WbwPlmdnT64JOBzwNfSG//AvD5dDlp3fnAt9x9O/C/wCVmNiq9vQlojXRcREREZCgp3ouYXkLHvBUzs6OA7wGnu3toZvPMSYP7ylx198fM7Dzgu+kWNgO+5u6/Su97jZnNBBaamQNbgPPS2C+Aj5Ac4HevmW0BOkhOkFgdf9oiIiIiRRo0zsvM9gN+DrzW3f8ZvV8oAaKvzNX0YL7j+rjvt4Fv93JbF8mZrx8qd7uIiIjIcGFmV5Dk0k8xs1XAx0mnZEtnDfkYMBn4VjIzHN3uXno42x4aMs7r6Nz4UN2EfPZe5OM7d4TaWtYcy3CNOigfy138Ry67f03BrM8xwUMR24LtdQUT6FYRy2dsD2TpPmSdobZO9imhOt/ZEaqLZK4CfOKxGzJrLpxxYqitccHzk3zrxuwi4KDu2Ps/uSeWu3jHqOyvj2j+5b89GFtH1jbF/tvOW2zlPDYXy+Y9ojn7efy+J/a9FMlbBtgYPHJ4Wncsw3eaZed4PtgSDLVtGxur2xLLSH5sRSwTdvoBm0J1j1p2rmkwWpru4LrkTz4eqlvWGvuze1hndgejWdW5MbGVqSX43T9lwrbYA8se3P2cjNvfBLypv+025GBOREREpFfB/0uGi5pls/YWCWZmY8zsR2Z2j5nda2Z/NbP2WvVLREREpJHVZMtcUSTYD9z93HTZ/sDLgXcBT7j7kenyg4HANnIRERGRPXmDngAxULXaMtdXJNh04NGi5fe7e+wAGhEREZERrlbHzPUVCfZ94PdmdibwJ5Ktdw/UqF8iIiIy3GjLXPUVR4K5+13AAcAXgUnA7WZ2aJn7PDWr8uItD9a6yyIiIiJDUq0Gc31FguHuW9395+7+NuD/gJeUNlA8q/Ix4w6sUbdFREREhrZaDeZ6jQQzs+eY2cT091bgMODhGvVLREREhpt8nS51UpNj5vqKBAPmAt9Oz3jNAb8BflaLfomIiIg0uppNGtxXJBhwWa36ISIiIsObpiYRERERkYbRkHFesSRC2GrZI/MtHnsJoqPeAzpjvXu4JZaVd2g+O690RS42x/KG4FzM+wRXix6P/efTFMw2HB043mB2rjXUVlcweHHnvbHsyGZmheoiuavfXH1TqK0PzXh+qI5RsZzMR5tjr8kR3bFs1on57PXksKZxobZyzbHMzZ7g+zotOO34Q22xg1we3Z79Gudikas8YbHXd5TFvnWeHvxGzAdyN8d7MA9424ZQHU2x75Lmptj78M+le4fq8qOy15Ox1hJqqyX4PUdz7LtpeVPs/Z8deP9bg13LjYr9vZkS/Hu4dVtwZa8nxXmJiIiISKOo+mDOzLaWXD/fzC5Jf7/YzB41s7vM7AEz+7mZHVbtPomIiIgMF0NhN+tX3f1LAGZ2FvBnMzvS3dfWuV8iIiLSgHQCRB25+1XA74Fz690XERERkUZQiy1zo83srqLrk4Br+qhfDBxS3S6JiIjIsKUTICquw92PLlyAj2XUlz3lqjib9S5ls4qIiIgAQ2w3a+oZwNLShcXZrEcrm1VERER64fn6XOplSA3mzOxVwAuBK+rdFxEREZFGMBTOZn2PmZ0HjAXuBU7WmawiIiIiMVUfzLl7e8n1BcCC9PeLgYur3QcREREZQXQChIiIiIg0iqGwm7XftgeH3LMC2ZFbcrHMuok9sfzDO9pi4+M11hmqm+7Z+YFNgczF/tQ9abHnujaY9Rr9j6Ez0L0xwf+2tudiz9WCn4DoazIu8GyjmaufW/2XUN3HWj8YqhvjsdfkltbsPGCAQPwlueC8nU1jYnWzemJr0+K22Ps1Krh2TmzakVmzPhdsy2PfOdsstrIvaY3lZI4JZLju3xl8w7p2hspswvRQXVMwm3XO/rFM2M2PT8isWZ/vCLX1SMvoUF1u3JRQ3TM7Y+//wRPXZ9Y8viX2mE0zJ4fqot9z6ztir0k91fNkhHrQljkRERGRBlaVwVwhj9XMZptZR5q9ereZLTSzg9PbTjIzN7M3Ft3vGemy/6xGv0RERGQEyNfpUie12DK3LJ0w+OnAD4CLim67Bzir6PrZwN016JOIiIjIsFDr3ax7ARuLrq8ERpnZVDMz4FTgtzXuk4iIiEjDqsUJEHPTbNZxwBjg+JLbfwq8GriTJJc1dmStiIiISBk6AaLyCrtZ5wLvBuaX3P5jksHcOfSR/FCczXrvlmXV662IiIhIA6n1btZrgOcVL3D3x4Eu4F+BP/V2x+Js1iPGza1uL0VERKRhjbRs1lrPM/dcoNxmtY8B+7h7T3LonIiIiIhE1PKYOQM6gTeVFrj7whr0Q0REREaAkXbMXFUGc4U8Vnd/CCg7VbS73wDcUGb5xdXok4iIiMhwpAQIERERkQZm7sEsviGk64n7Q532Hduyi3q6Q4/ZszS2J7jp0BNCdYwaGyrzDauzi9qCbW2L5RpacyzrkabKbti18ftk1vjWjZk1ANYWC/vs+r+vhepaznt3qC7Uv+B7b62x/MMxc18Sqtv+j6tDddH3Nb9+VWZNbtKMUFvbP/KBUN3oD384VJebFjtJyjtj+Zz5xx7IfsyJsefqwf0/ufaJobr85uwMz2h7PU/EZgrovqx0UoLyfnXluFDdyy+M5ZXmDoy9r00nnpldlI+9D/l1D4fqXvjSr4bqfv+rd4XqfPO6zJrcrMNCbVlza6iOYFY5PbFc7tbZ8+p2EPwTJ51Ul8HN1BtuqMtz1pY5ERERkQZW9RMgzGyru7eb2WxgKXB/0c1fcffLzOwhYAvQky5/m06KEBERkYHQCRDVtczdj+7lthe4e/Z2ZRERERF5Sq0HcyIiIiJV5fmRNWdtrQdzhTnnCt7h7jelv19vZj3ATncvzW8VERERkTJqfQJEIae1cLmp6LYXpMvKDuSKs1m/98OratRdERERkaGtYXazuvt8YD7EpyYRERGRkWeknQChqUlEREREGli9j5n7vrt/vcZ9EBERkWHMXSdAVFQwp3V2tfshIiIiMhw1ZJzXe2afHer0Wu8MtXcE2dFPzwvG/mzMx2JT7hgV28P9jJ2xHf93tsXaayX7v5XtFlsn9u6J/ecTDIhhWlfsuS5vzX6u0efwrpOfCNV98vq9Q3UHdcee7aPNsf6NCfx3+d7r3xlr65AzQnW/nPi8UN0oYu/XyuaWzJqXH/1IqK17FmVHvgHkA+s5wLdH7QzVvSAfi6U6uDM75ujqWEob0z32v/aBsa857mqLrXNP68r+fJ37u9eF2vLtT4bqHntzLB5s1LhY/OKVK2eG6lbmsts7tjP2Prz6T28M1V31L/8bqjth/NpQ3cJNse+mU/bLjoa89pFYJF1wVeLfH/2/um0eW3X8yXUZ3Oz7tz8rzqseIgO5oa6SA7mhLjKQG+oqOZAb6iIDueEiMpAb6iIDueEiMpAb6io5kJPGNnI+uSIiIiLDUEWOmSvJX10BvNPdv5HedgmwCDgOeA7QCsxhV0brp4CVwJeAqYADf03b2F6J/omIiMjIoQSIwVsDvMvM/p/7roPW3P1CgHTA9+tCRquZTQVuA85291vMzIBXAeMADeZERERE+lCN3axrgT8BsSNk4ULgB+5+C4AnfurusSPTRURERIq41+dSL9U6Zu5zwPvMLHJq3xHAHVXqh4iIiMiwVpXBnLuvINl1em6l2izOZr1ny7JKNSsiIiLDjOetLpd6qebZrJ8BPhh4jPuAY7Mac/f57j7P3ecdOW5uJfonIiIi0vCqNphz938AS4CXZZReArzOzI4vLDCz88xsWrX6JiIiIjJcVDvO69PAnX0VuPsTZnY28CUz2wfIAzcCP69y30RERGQY0tQkA1CSv3pE0fK7Kdn6V1qTu9D/BwAAIABJREFULrsFOLESfREREREZSaq9Za4q5vbEun1aZ3Z2ZLPFshlnztgUqlv+eGzv8JjgKcx757L798Iu+Kdlx5LN7dkReszRLbFYoo2do0J1O4MxYu3Wk1kztTP2wm0L5lo2z5oSqju2M3ZEwuSe7IigOV0w1rLrbmmNvb40xZ5rNHP19I03hur+POmEzJqZ3bHIpFHHTA3VtS7OXkcA7mmKBaCeEsxSfum0xzJr/rYq9tk/vSP2mtzdFvvc3NAWC2c9viv7uZ44MZYHmt/waKguNymWkTpuRuw5jDo69nndcnn298TU4HfEwbYtVGejY/m9x7TF8mr3Pj57XT+dx7n699nr3V7Hxr5L2laGymjLD/1M96EaO29m3yc5/GyNux9R5nYD/gd4Cclcu+e7++KsdhXnNQxEBnIydEQGciIiWSIDORlyFgCn9nH7i4GD0ssFwLcjjTbkljkRERGR3gzVY+bc/cY0Cas3pwOXubsDt5rZBDOb7u597h6o2ZY5M9tqZrPNzM3sHUXLLzGz89PfF5jZmbXqk4iIiEilFM+Jm14u6GcTM4FHiq6vSpf1qR5b5spmt4qIiIg0MnefD8wfRBPlNilmHgFYj2Pm+pvdKiIiIhLmbnW5VMAqYFbR9X2B1Vl3qtcJEP3JbhUREREZCa4B/t0SzwI2ZR0vB3U6AcLdV5hZv7Jb0/3OFwCcPeGZPKf9oGp1T0RERBqYZ89MVhdmdgVwEjDFzFYBHwdaANz9O8C1JNOSPEgyNcnrI+3W82zWzwA/JUl7yFS8H/qSWecN0RlkRERERMpz93Mybnfgwv62W7fBnLv/w8wK2a231asfIiIiMrzkK3P8WsOoyTFzZtYMlIsy+DTJwX0FvdWJiIiISBm12jJ3OLCsr+xWM8sBhwLLa9QnERERkYZX9cGcmb0VeCfw7j5qZgB/BK539/uy2mwLHjHXQfbJsgdP2hBq66Zg5urEnlh25Ixg3apcdsbkg62xF+Th5rZQ3eR8LMevqSVUxpLmWHzV7Hx2/0YH3/sp3bHC/Jr1sTpimZB3jIp8pJqZGDg4d1TwuebXrwrVjSJ2RHAkcxXg5A0LM2veP+P5obb2vXxLqG65TQzVHdgVyxd+LLgS55qz34x1zbHdOrmu2En8BwSypQGOD76vywIP+9DaCaG2ZrbEvkuiGa5L7twnVHfAhtjndaNltzcquGOqI5gFnl/7cKju7h2x17jpr9l/mwKrZdLWQfuF6jbntobqzj4i9p1TTxWaJqRhVH0wl56d8Z2MmtXAYdXui8hQEBnIiYiIRCmbVURERIaVoZrNWi1VPQGiv3msZjbJzO40s9C8KiIiIiIjXa0SIAp5rK29FZjZeOB3wHx3v7RG/RIREZFhxr0+l3qp1WAuK4+1HfgtcLm7f7tGfRIRERFpeLXMZu0rj/UrwF/d/as17I+IiIhIw6vZYM7dV5AkPZTLY/0zcLpZ7+eTm9kFZrbIzBbduO2BanVTREREGpznrS6XeqnlljlI8lg/WOZxrwS+DVxrZuPK3dHd57v7PHef97yxB1W5myIiIiKNoaZTk/SVx+ruXzOz6cDVZvYSd++sZd9ERERkeFA2a4X0I4/1Ke7+QeAR4IdpvJeIiIiI9KGaW+Yy81jT6+cX38ndNceciIiIDJjivCogksc6GJuC2+x2tmaHEc7ZWdmXYEXgMQHG5mN1qwPhe4+wI9TWRIvlUO5sir3AE/Kxuu3EcmjX5LLb2xHMoYyu2rlpsazPDbG3izvYHHhQOKz8oaG7lwXnLMpNmhGqW9kce/9ndseydCO5q19c/ZdQW+875cBQ3RP3xd6vpuD7vyqYL9y5PbgCBGwNfr6i739PT+yP1tKW7M/hmuA68twJsaxqOjtCZe0tsaNqRk2KfZd0PZH94m0ou+NoTysD+dgAx4+fGqp7JLjOHdVduXVu51//Eaq7rymWkbt9vcKjhpqqvCORPFaRkSoykBMREYnS8FpERESGlXqmMdRDNU+AKOSydpjZXWa2xMy+Y2a5orzWTxbVTzGzLjO7pFp9EhERERluanHG6DJ3Pxo4CjgMeEW6fDnJFCUFrwbuq0F/REREZBjLu9XlUi+1TIDoBhYChSOdO4ClZjYvvX4W8ONa9UdERERkOKjZYM7MxgCnAPcULb4SONvM9gV6gNW16o+IiIgMT+5Wl0u91GIwN9fM7gJuBn7j7r8tuu064F+Bc4Cr+mqkOJv11q3KZhURERGB2pzNWjhmbg/u3mlmdwDvI5lk+LTeGnH3+cB8gC/td94IO09FREREpLyhMDXJl4G/uPt6s5E1Y7OIiIhU3kibmqRaCRC95bLuwd3vQ2exioiIiAxItbbMlc1lLehj+QJgQZX6JCIiIiNAPacJqQfzCm+LLM5ldfffV7Tx1KbX/0us093ZZc37Tfr/7N15nFxlmf7/z91rOumQlewhEAhhCSFABBXQsDkgKKAoYVHRmYn4E/mqg+A6g87o6OA2Cg6TYRR1lICCCgiIChFkkwAhEEIgJCEkZE/InnS66/79UaehqHT3uau7KtXVfb151YvUqbue89TaT53luUJNPXxD7FyRt35gS6jOGupDdTuf3ZBa0xKLZmXL6j6huqrq2NM7YP9YtmHzltiHqmFCXXpba2LrrBkWe36blsfaqxsTa2/HovT2qoI/oar7xuqqGmMZji2vxXIt+xwdy5h8+ZfbUmuGHbw11NaIPy8K1W2ccWSormpE7HPdsmR1qM76BV7/plimbWbb7tg664IZrgNi2aEtG7en1vj22Huk/kPtHt78Js1/uj9U99Ss2HfToUesCdXVDk5/7jI7YznP1QODH9iq4OAhE/t+tT6B9TbHHkPtB88O1e2+7Y5QXc34WB5036t+UrYR1Zwx55RlR+vU5b8ty2Mu+pY55bKKiIhIOZVzmpBy2GvzzImIiIhI8RVtMGdmbe5PSeaHez65zDGzaTm3zTazhWY2L7n9WjMbWKw+iYiIiPR0Jd0yZ2ZnAR8HTnD3Q4AZwP+Z2eicsovcfTLZ7NZdwO9K2ScRERHp2ZTNWlxXAZ9z93UA7v4k8BPgk/mF7t4EXAnsZ2axo5xFREREerlSD+YOB57IWzYHOKytYndvAZ4GDilxv0RERKSH8jJdyqUcJ0CkbYds8/bcbNYbF64oQbdEREREKk+p47yeA44B7stZdjTZrXN7MLNq4AhgQf5tudms4XnmREREpNfpbZMGl3rL3H8A3zKzIQBmNgU4F/jv/EIzqwX+HXjF3eeVuF8iIiIiPUIxt8z1NbPlOde/6+7fNbNRwENJXusI4Eh3X5tT9wsz2wXUA38CYlNVi4iIiEjxBnPu3uZWvtZEiGQw9xPga2Z2sWdNK9b6RURERKD3JUAUPZt1b/jefheHOn3orvSsxHH7bA6t84UtsbmMa4LP56raWJ7m1sCO8FerYnmKVannnmQd3hTb+/5ybeyxrrFY/w5rTv9tsTN4YEAs/RJmnLE2vQj46V37hurWBnJtW4LnPI1tiT3Yj979kVDdI6fMDNXVVcXyHhdbeibo6uDPxRnvTc8gBhg08+lQ3f/se1KoLvL5Ajh7+MrUmm+uGxJqa0ImPYMY4PDA9xfAqH6x/NtftwxIrRnZEvuO+PAvTw3VWW0s03jB+bNCdVG/s8bUmu0We59P2xH7vJ78u3NDdT/+QCz/dFBL+np3Wez1ev+5sc/XFXf2C9V9Zfj6UN2Yx+4r24jqoRHnlWVwc/yqX/eMbFYRERGRcooN1XsOZbOKiIiIVLAuD+bMzM3s5znXa8xsrZndmbPsjGSOuAVJBuu3k+VXm9kKM5trZi+a2W1m1uaEwiIiIiIRjpXlUi7F2DK3DZhk9voBNKcBr8/qa2aTgGuBi939UGASsDjn/t9z9ynuPgG4GbjPzGIHKImIiIj0csXazXo3cGby7wuAm3JuuxL4urs/D+Duze7+o7YacfebgXuBC4vULxEREZEerViDuVnAdDPrA0wGHsu5bRJ75rN25EmUzSoiIiKdlPHyXMqlKIO5JLFhf7Jb5e7qYnOp2ayPbH2xi6sQERER6RmKeTbr7cC3efMuVoD5ZPNZo46inWxWd5/q7lPf1jih870UERGRHi2DleVSLsUczP0Y+Jq7P5O3/Brgi2Z2MICZVZnZZ9tqwMzeD7yLPQeEIiIiItKGYsZ5LQf+s43l88zs08BNZtYXcOD3OSWfMbOLgX7As8DJedmtIiIiImHlnCakHLo8mHP3PXJT3H02MDvn+p3AnW3UXQ1c3dU+iIiIiPRWFRnntSs44K4LBHrs2FkbauuIfdeF6m7bNCxUtyaYpzrI0zNcD2qO5bw2FDnfZFAm9kIMCL7Nhjend7A6mGu6uSr2nFSPHhqqaww+d5lAVuKIYHDsk/XBzN0RB4bqosdzPFOdnrkKcNDu9AdSHXztq0YMDtVFM1f/ce39RW0vEoE5Ppi5uk/wvfRCXey527QjPXMVoH9t+oOY1Lwz1BY7YnmwVWNic8CPf2esveiBQbWz07NZa4OfhxF120N11eMmh+pOqP6/UN2+49Kfk/sWjw61FTXaY+/hFa/EssrHdKUzUpCKHMyJiIiItEfZrCIiIiJSMTo1mEvLYzWzS5KaU3Jqzk2WnZdcn21my8ze2IFhZr81s+D2dhEREZE9KZs1psM81sQzZCcRbjUdeDqv5jXgeAAzGwiM7GR/RERERHqlruxm7SiPFeBB4FgzqzWzRuAgYG5ezSyygzyA9wG3daE/IiIiImTKdCmXrgzmOspjhex8cn8C/g44m2xCRL4/A+8ws2qyg7qbu9AfERERkW7LzE43s4VmtsjMPt/G7QPM7A4ze9rM5pvZRyPtdnowF8xjbd3yNp22Ux1agL8C5wMN7r60vfXlZrP+TdmsIiIiUkGSDVfXAWcAhwEXmFn+/D2fBJ5z9yOBacB3zCx1zpiuns3aXh4rAO7+N2ASMNTdX2injVnAD4FbOlpRbjbrscpmFRERkXZ0092sxwKL3H2xuzeRHf+cnVfjQP/k5NBGYAPQnNZwV+eZ+zGwyd2fMbNp7dR8AehoJsoHgX9HeawiIiLSc40GXsm5vhw4Lq/mWrIbyl4F+gPnu3vqOLFLg7n28ljzau5Oud3Jbt0TERER6bJyTRNiZjOAGTmLZrr7zNab27hLfqzR35E9WfRk4EDgj2b2oLtv7mi9nRrMpeWxuvuNwI1t1FyS8+9p0bZFREREurtk4DaznZuXA2Nzro8huwUu10eBbyYbuhaZ2RLgEOBvHa23IuO87mlZFap7pL5Pas2kqn1CbZ2+Npbh2hgrY2H6LnAAxmbSM0b/VrMr1NZIYrl79bH4U4IRowQjXKn19EM411THOvcssbmnz9kde05uqdoSqjumalBqzdL62AnsfYKHtHrTjlDdf/WJvU9OCWaMrqxOf7MvD34eWpasDtVtrRoeqit2husNBNqLxQFzd3WHP7Bfd4jFftd68H3yt8B87PvUxNZ5zIjxobrMa7Hv6g3zYo9hnzFNobp1lp5r/HzLplBbk5tjucGTdm0L1T25O5ale+ji9A/Pi7Wx78Nt82L5suusf6huMbH85vz9h3tT9O/OXvY4MMHMDiA7N+904MK8mmXAKcCDZjYcmAgsTmu4IgdzIiIiIpXE3ZvN7DLgD2R//v3Y3eeb2aXJ7dcD/wrcaGbPkN0te5W7r0trW4M5ERERkb3A3e8ibzq3ZBDX+u9XgXcV2m6nBnNm5sD/ufuHkus1wErgMXc/K9k0+L9k9w3XAkvd/d1mtj+wAFiY09xvgHOTfx9BNgYMsiPWH3SmfyIiItJ7ZcqYk1oOnd0y93o2q7vvYM9s1q8Bf3T3/wQws8k5t73k7lPy2vtqUre1jdtEREREpB2lymYdSfasDeD1tAgRERGRkvMyXcqlVNms1wH/a2b3m9mXzGxUzm0Hmtnc5HJdF9YvIiIi0ut1+gQId5+XHAO3Rzaru//BzMYDp5PNIHvKzCYlN7e1mzVV7kR8EwYewqh+ozvbdREREenBYhNA9Rwly2Z19w3u/svkJInHgXd0ZUW52awayImIiIhkdXUw92Pga+7+TO5CMzvZzPom/+5PNpJiWRfXJSIiIiJ5SpXNegxwrZk1kx0w3uDujye7ZUVERERKJmOamiRVIJv1GuCaNmqWApPyl3fUroiIiIi0ryITID7ZEstnXBDISlxPeoYfwAHjNsTqQlVw+MuxvL/R+65JrXnL+tgYuCUTy+bc5rG3RWNVLJ21sT6WpzhoZHp+4LrVscd6RFO/UF1m/cZQ3YdbgvmMNem5myu2x/o2qHpnqC6z8sVQ3UmZWO7imSNWhuqqatJPxG/aHgsstX71obqzh8f6Fv1RHspcBf4hkOH68jETQ20NXTYqvQg41GN5mgMaY++TIzenv+9qLJbza3WxbM7M6iWhuoEHxb5LmmJfw3y8LvA53BTL5R5cH8t5zryyIFR3ZHUs53ngoPTX/4y1oabCPjMg9gS/vGpgcVdcAuWcJqQcunrMnIiIiIiUUUVumRMRERFpj6YmCTIzN7Pv5Fy/wsyuTv59tZmtyJkc+JvJ8tlmNjWvnfeZ2Z9zrp+Q3EcDTREREZEUXdnNugt4n5kNbef277n7lOTy+fYacffbgJ1mdmEygPsR8P+5e3MX+iYiIiLSK3Rl61czMBP4DPClLvbjU8CfgMOBx9394S62JyIiIr1UpnfNTNLlEyCuAy4yswFt3PaZnN2sf9dRI+6+GLgZuAy4qot9EhEREek1ujSYc/fNwM+Ay9u4OXc36x86asfMqoBTga3AuHZqZpjZHDOb86fti7rSbREREenBMlhZLuVSjKlJvg/8PRCbPKttnwSeTdq5zmzPWaJys1lP7XtQF1YlIiIi0nN0eTDn7huAW8gOxApmZiOAzwJXuvs9wArgH7raLxEREemdvEyXcinW9B/fIXu8W8Tvzax1uu9HgN3Af7h761zWnwYeNLNbk4GiiIiIiLSj04O53BxVd18N9M25fnU795kWaPcVYP/O9ktERESkN6nIiXmX1MUOMjx2Z/pUdcPqYlmEjy4bGapbXx3r25a6UBn1r/VJrVlbF9u4uzu4EXhsS2zv+3PV0fXG2jtgTVsnRb9ZY3A7dn30nV0Tyw7dXBV7Xe9tSX8MVbEYUtZXxZ63owbFsj4nNsXyLx9bPiJUt66meAf7XtS0LlT3zXVDQnXjM8EPWOzlD+WujntiYaitfx0Ze72qmvumFwGjN9WG6ubWp9cdsSs2vWfmxSdCdTZsbKjupcdiWZ9Dh24L1f1nU3qGc3NDLCNgWlMs0/iwffcL1S0J5kYPXpX+Hn60T+zL5FPvir2XvnxDLOf3i8M2herKSVOTiIiIiEjFqMgtcyIiIiLtUTZrFwTyWq9I/t3HzP5oZv+SXG/JmWB4rpm1G/8lIiIiIm8o9pa51rzWf3f3Ng+CMbM64FbgCXf/arJ4h7tPKXJfREREpBcq5zQh5VDsY+Zy81rbUgPMAl50d219ExEREemiUpwA0VFe65VAs7t/Om95Q95u1vNL0C8RERGRHqfoJ0C4+2Yza81rzZ/346/A28zsYHd/IWd56m5WM5sBzAB43+BjOa5xQjG7LSIiIj2EpiYpjvbyWh8gm/Bwt5nFJltK5GazaiAnIiIiklWSwVxHea3ufitwDXCPmcVmihQREREJypTpUi6lnDT4O8DQtm5w9+uB24DbzawPex4z980S9ktERESkxyjqMXOF5LUm11uXBUN1RERERDrW2yYNrsgEiJdsV6huWUP6hscDM7Hcvakey6zblUnPUgVYWhN7qx28O/0xLK+OtRWdd2djVayyb3DDbiZYNzYQHboiFkPJixbLmKQpVvdkTew9d4CnZyWuDvZtkMd+47jHXv/fNITKOHtHrH9Vu9P7t7U6+B7ZFsuNnRDMXN0n+E1+d/XmUN3QZemH+EYzV7+y8v5Q3TUjTgrVDW2OHen9fFX6e7hfXSzr8x2jDwrV0RTLvh40MFbX0hx7P43y9C+KRRb7Tq/34Ddnc1OobHPwMzEg8Fi3W6xvOx9bHqobzuhQ3bJAjjbA+FCVFIOyWUVEREQqWEVumRMRERFpj2tqkra1l7tqZtPM7JG82hozW21mI83sRjNbYmZPm9kLZvYzMxudV39u0v4hXX9IIiIiIr1HIbtZW3NX889QfQAYY2b75yw7FXjW3Vcm1z/n7kcCE4GngPuTjNZWF5CdUHh6Af0RERER2YOmJmlfm7mrnj36+ldAbgTXdOCm/AY863vAKuAMADNrBI4nOyedBnMiIiIiBSj0BIj2cldvIhmImVk98G7g1g7aeRJo3aV6DnBPEu+1wcyOLrBPIiIiIq/TlrkOuPtmoDV3NXf540CjmU0ku8XtUXff2EFTuYcmXgDMSv49K7m+5x3MZpjZHDObs2DL4kK6LSIiItJjdeZs1u+T3bL2k7zls8hunTuUNnax5jkK+LOZDQFOBiaZmZOdPNjN7Er3N0/u4+4zye7m5eP7fyA6ZZqIiIhIj1bwPHMd5K7eBFxMdnB2e1v3tazLgZHAPcB5wM/cfZy77+/uY4ElwAmF9ktEREQEspPkl+NSLp2dNHiP3FV3fw7YDtzn7tvy6q8xs6eBF4C3ACe5exPZXaq/yau9Fbiwk/0SERER6VXCu1k7yl3NWX5kG8su6aDNaW0s+0G0TyIiIiL5Mr1s0uCKTIAYTiyfcURL+qs5dndLqK2BDcE82F2xbNbG4PTU/TPpG26jGZ5DYg+VhuApOZurY+uNbv5tzKSveHxT7Hk72GNrbdkSy1M8fncss3Jj4CnpY7G+bbPYC1HVOChUN9JjH/en62PP8fim9P4FY36xuthzcviuWG7sC3Wxx3qINaYXAYf69tSaquY9ft+2KZq5+rlVsQzXy0edGKo7JJP+Hj6wKZaRy878nS/t6BfL8Ow3OPb9WtMQe0O98Hx61uvg4N+RQZnYe876DwnVRbNeJx26OrXmxZfGhNqqGRoLtZ4YyAIHmFMf+z6cFqqSYqjIwZyIiIhIe8o5TUg5dPaYORERERHpBkqyZc7MWoBnkvYXAB9x9+05y1vNcvdvmtlssme47gS2Ah9z94Wl6JuIiIhIT1Kq3aw73H0KgJn9ArgU+G7u8jZc5O5zzGwGcA3w3hL1TURERHow7WYtvgeBgwqof6DAehEREZFeq6SDOTOrIRvv1bprtcHM5uZczm/jbu/hzbtiRURERMJ626TBpdrN2mBmc5N/Pwj8b/Lvjnaz/sLMdgBLgU/l35jsfp0BcObgYzm6vzbeiYiIiJT8mLkCXOTuc9q7MTeb9Z/3v0jZrCIiItKm3jZpsKYmEREREalge3vS4NzdrwD3uPvn93IfRERERHqMkgzmcnNc85a3GXbUVkariIiISGf0tqlJKjLOa0hwZ3g0dzVi4ND0bEaAIcv6heqW1sZyTYd7emZh1a5YxuCoqp2hupZMbO/7ppbY26fRYq/DoIb0/u1siq2zqSX2/NYeOCxU13Bf7DDNEc3pj/VIYs/Hc3Wx/MPM5vWhuoNiMbTMro8VHhf4umwJ5CMDVA1oCNWN6rc1VLdpRywT1INHmgxoTH9vjt4Uy78c2hx7TqKZqz949cFQ3a2D35laM27wplBb3hLLcLWm9IxUgD5jY69D7WGxLNLDn09/b9YH/9oP6bM5VOe7Yn8jjugTe477HpKe833gguDrUBN7fge1xL6bVtTEvl9l79ExcyIiItKjdNepSczsdDNbaGaLzKzNw8zMbFoyfdt8M/tL5PFW5JY5ERERkUpiZtXAdcBpwHLgcTO73d2fy6kZCPwION3dl5lZaPfRXtkyZ2YtySjzWTP7lZn1TZYPN7NfmtliM3vCzB4xs3P3Rp9ERESkZ8rgZbmkOBZY5O6L3b0JmAWcnVdzIXCbuy8DcPc1kce7t3az7nD3Ke4+CWgCLjUzA34LPODu4939GGA6EDsoQkRERKQbMbMZZjYn5zIj5+bRwCs515cny3IdDAwys9nJRq4PR9Zbjt2sDwKTgZOBJne/vvUGd38Z+GEZ+iQiIiLSJbkBB21o6+yn/M15NcAxwClAA/CImT3q7i90tN69egJEXlbr4cCTBdz39dHuw1tfLFUXRUREpMJlynRJsRwYm3N9DPBqGzX3uPs2d18HPAAcmdbw3hrMtU4WPAdYxhtZra8zs+vM7Gkze7ytBtx9prtPdfepb2+cUOLuioiIiBTV48AEMzvAzOrIHlp2e17N74ATzawmOb/gOGBBWsN7azfrHlmtZjYfeH/rdXf/pJkNJTvgExEREemU7hjg7u7NZnYZ8AegGvixu883s0uT26939wVmdg8wj+zGvhvc/dm0tss5Ncl9wDfM7BPu/l/Jsr5l7I+IiIhIybj7XcBdecuuz7t+DXBNIe2WbTDn7m5m5wDfM7MrgbXANuCqcvVJREREKp/ivEqgg6zWlWT3GYuIiIhIJ1RkAsTDFstnXNgnPbP0+KZYrum8ZbEMzyV1scy6NdYcqru/Pj2fc4nFMldHkJ71BzAsmM1aHzwoYVEwxm90S3qe5u7gO3Z+TSwn8b+2xupujr1NGGHpGaOZNs9O31PfYIZrVeOgUN3c4At23O7Yg30p8LouqI09hqM2bgzV/bpleKiuf23sOf5b8LvkyM3pmctz62PZrM9XpectAxySiWXzRjJXAd6/IT0V6Ft1J4XaumzgyFBd1JYXghm+i5eH6lYHJs1f5LHXfvyufUJ1h9XEPjdP7xwYqtv8u/Rc20f7xL4QpyyNved+WR/L0v1sMF9Y9p6KHMyJiIiItCfTy8abe3WeOREREREpri4P5trIXd3PzJaY2Yicmh+Z2efNbJqZbTKzp8xsgZn9S3L7NDO7s6t9EREREemm2awlU4wtc/m5q+cB3wK+DWBmRwMnAN/VvXy8AAAgAElEQVRJ6h9096OAqcDFZnZMEfogIiIi0isVezfrg8BBZHPJDjSzk4BrgcvcfXduobtvA54ADixyH0RERKQX8zJdyqVog7nc3FV3zwCfAG4FXnD3B9qoHwK8FZgfbP/1bNaXti4tVrdFREREKloxBnNt5q66+1zgWeBHefUnmtlTwL3AN909NJjLzWY9sHH/InRbREREpPIVY2qSPXJXc2TYcyLmB939rCKsV0RERGQPvS0BQlOTiIiIiFSw7jRp8Clmlju99wfc/ZGy9UZEREQqUjmnCSmHLg/m2stdTW6blnd9NjC7jbrZQHoOkoiIiIi8SXfaMhf2nt3tjh/fZH3g0Y3NxDLrdgX3SA9siQWRntkUKmNBfXomyRCLZQLWeyzfJHqswT6x2E1qqmPr7Rf4IfVqVezX1ulNfUN1VG8LlZ3ZnJ7NCbCoNv3ZG+Cx99K4pthjbVn9Uqju4N2x9Z44aG2obuna9IzJNTWxvFLfHnszjWyJvZcmNcfyivepiX2X1Fh6ZuURu2J5y/3qYpmrBzbtTi8Cxg3eFKqL5K5eter+UFuX7/ulUF3LyhdDdbu2xf4UVQc+XwBv3ZX+PTysLpaRuib4VzKzYmGorikYM7UqkM37lp3BL+GgaS2xz8PocSuKut5S6F3b5XTMnIiIiEhF02BOREREpIIVdTCXl9N6h5kNTJZXmdkPkuXPmNnjZnaAmfU3s5fMbEJSV5vcflwx+yUiIiK9R6ZMl3Ip9pa53JzWDcAnk+XnA6OAye5+BHAu8Jq7bwG+AFyX1F0BPOzujxW5XyIiIiI9UilPgHgEmJz8eySwMon5wt1fn4LE3W8xs4+Z2ZXApcBRJeyTiIiI9HC9bWqSkhwzZ2bVwCnA7cmiW4D3JLtgv2Nm+QO2TwPfAv7N3Te00+br2az3bY+dISUiIiLS0xV7MNea07oeGAz8EV7fEjeR7C7VDPBnMzsl536nAyuBSe01nJvNenLfCUXutoiIiPQUXqZLuZTkmDlgHFDHG8fM4e673P1ud/8c8A3gHAAzGwVcDhwLvNvMJu/ZrIiIiIi0pSS7Wd19E9kB2hXJGapHJ4M2zKyK7LF0Lyfl3wO+kWy9+yxwnZkFp1UUERER6d1KNs+cuz8FPA1MB4YBd5jZs8A8oBm41sxOA/YD/je5zx3ARuDDpeqXiIiI9Gy9bWqSop7Nmp/T6u7vybl6Txt3+WNyyb3Pe4vZJxEREZGezNwr7/TdnY/fGuq0DRyZWuPbX4uttCk9mxGA5ljoqu+OZcJa4+D0ourgmHxXLIeU3cHHEHxOrHFQrL0dWwJtBZ4PCD8nLXfdHKqrec/FsfXWp2e4+rY2T9jeU/A90nzTT0N1tR/7VKgusyGWu2i16dmRNnBEbJ0vPRWqY5/g679ja6jMRoyP1dU1pNZkXnwi1tbog0J17Ix9Xr0lluFaFfg+rNp3v1BbDeNODdWtPi32WPte9v5QHRtiucE2/rD0mn6x95JvWhOqa7m/re0Ve6o+6/xQHR7YzhN8j1DXJ1YX/fu1fmWoruGsz5btkKnL9z+/LIObHyy9uSyPWXFeIiIiIhWslJMGi4iIiOx15Tx+rRyKnc36JTObb2bzkgmCjzOz2WY2Nadm/ySjtZ+ZrTezAXlt/NbMPljMfomIiIj0VEUbzJnZ24CzgKPdfTJwKvBKe/Xuvg24l2S+uaSNAcAJwJ3F6peIiIhIT1bM3awjgXXuvgvA3dcBpEwZdxPwCaD1CO5zgXvcfXsR+yUiIiK9iLJZO+9eYKyZvWBmPzKzd+bc9otkt+tc4K6c5fcAx5jZkOT6dLIDvD3kZrP+72/+2FaJiIiISK9TtC1z7r7VzI4BTgROAm42s88nN1/k7nMge8wcyW5Ud28ys9uB88zsVmAK2UFhW+3PBGZCfGoSERER6X162yCh2JMGtwCzgdlm9gzwkcDdbgK+DBjwO3ePTZokIiIiIkU9AWKimU3IWTSFN/JXO3I/MAH4JO3sYhURERGJyuBluZRLMY+ZawR+ambPmdk84DDg6rQ7uXsGuBUYAjxQxP6IiIiI9HjFPGbuCeDtbdw0La9uKTApb9n/A/5fsfoiIiIi0ltUZAKE9R0YqvP17U5z94Y+6VmaAP7yglBd1aQTQ3Vs2xiri2bCRkSy/gpg+wyNFWZaYu0NGJZetDX4vNXWxdbZGHz9m2M5qWxZl14TzI2NZAsD3DGrf6ju3OmxHOKqwaNDdaEM1+D7t/lP94fqas+/MFRXNSY9mxMg89qqWN3qJak1NmxsqK3wZ7rfgPQawIr4HdGy8sVQXTRzdfgfF4XqNh33WKiuauLBoToaAp+JqtiOqWj27UPXxb7nTnz7q6G6UJ5qS3OoqXBYaOR5A2xo7DuinJQAISIiIiIVoyK3zImIiIi0x3vZ5CRF3zJXYD7rMDNbYmYjcm77Uc78dCIiIiLSgaJumcvLZ91lZkOBdg9ecvc1ZvYt4NvAxWZ2NNls1mOK2S8RERHpPXTMXNfskc/q7mlHe84EDjSzk4Brgcs0cbCIiIhITLEHcwXnsybzzH2C7FxzL7h7m3PN5Waz3vCrO4vcbREREZHKVOw4r4LzWZP7zTWzZ4EfddD269msu+b/uXcd2SgiIiJhve0EiKKfzdrJfFbI7uLubbu5RURERLqk2CdATAQy7t4682RrPuuk9u8lIiIiUjy9bctQsbfMNQI/NLOBQDOwCJgB/LrI6xERERERin/MXFfyWd9UIyIiItIZGe9dx8yZV+ADXvG2k0Odrq5N39DacEB1aJ1/vSeQGwq89dhY7l5VXSwtb/OS9PH2whWxjNTNVbHHOoqdobqdmVh7LcFkwNGNW1NrVm5tDLV16IFrQnUtu2MndNf1i+UurlyyT2pNTXVsB0B1sG6/S2Kv/5pbVobq+o9qCtU991T6Z6KxNtbW1t2xLN3+dbH2xr8z/b0EsGFe7PUfeFD6bEkvPRbLjB40MJal2m9wLA+4z9jYY9jyQvrncNe22O/70d85M1SXeTyWuTrg32aH6uaNnRKqa2qOfTdFvLqzb6junR+PtTd3ZixPdcyo9CzljetjfZt4/amhuqWX3xOqG3t2baiu8du/C8fCFtuHxr2vLIObn798W1kes7JZRURERCqYsllFRESkR6m8fY5dU/CWuWJlr5rZNDPbZGZPmdlCM3vAzM4q1gMTERER6Q0K2jJX5OzV44EH3f2spO0pwG/NbIe7/7lzD0dERER6u0wv2zZX6Ja5kmWvuvtc4GvAZQX2SURERKTXKnQwV7Ls1cSTwCFt3ZCbzfp/q2NnjIqIiEjv42X6r1wKGsy5+1ayu0hnAGvJZq9ektx8kbtPcfcpwLvz7jcX6DB7NdHuKb3uPtPdp7r71IuHjyqk2yIiIiJlZ2anJ+cJLMrJrm+r7i1m1mJm50XaLfhs1hJnrx4FLCi0TyIiIiLdmZlVA9cBpwHLgcfN7HZ3f66Num8Bf4i2XdCWOTObaGYTcha1Zq92mZlNBr5C9oGKiIiIdEqmTJcUxwKL3H2xuzcBs4Cz26j7FNlD02Kz31P4lrliZ6+eaGZPAX3JdvpynckqIiIiPdBo4JWc68uB43ILzGw0cC5wMvCWaMMFDeaKmb3q7rOBAYWsX0RERCRNuaYmMbMZZDdytZrp7jNbb27jLvkd/T5wlbu3mMWTwSoyAaKuMZaTWTMw/Ymwmtie5gMaN4fq6kY3hOoy29KzHgEaR6fXTWRdqK0VK2Nj51HDY4+1pTn23G3bGsvdHDAsPbNyn6GxXMu6/rFc0zueHR2qe++UV9KLgJHjN6XWvLBg31BbB4zbEKqrOujAUF2f/rHH0GdKLOt1/Ib16W0Njn1WPRZXyfKFsfzT6AEk+4yJZb02BV6KoUO3hdqKfm5qGmJ/jGoPGxOqq1q8PLUmkmcNwIa1sXVOPDhUN29seg4pwORX5obqlh41MbXGgu+RfYnl/NqYI0N1DbWLQ3UrV6XnPI8JPm+sSn/tAQaP3h5rr3pwrK4XSgZuM9u5eTkwNuf6GCB/eo6pwKxkIDcUeLeZNbv7bztab0UO5kRERETaU85pQjrwODDBzA4AVgDTgQtzC9z9gNZ/m9mNwJ1pAznQYE5ERESk5Ny92cwuI3uWajXwY3efb2aXJrdf39m2SzaYM7MvkR1xtpA9yePjZE+1vcLd55jZ/sBfgf2SiYVb7zcXmOHufytV30RERET2Nne/i5xghWRZm4M4d78k2m5JBnORDFd3X2pmrwAnAn9J7ncI0F8DOREREems4NGfPUahcV5R0QzXm8juM241PVkmIiIiIgGlGsx1lOGa6xbgHDNr3UJ4PtlJ9PaQm836s+UrS9BlERER6QncvSyXcinJYC4lwzW3bhUwHzjFzKYAu9392XbafD2b9cNjRpai2yIiIiIVp2QnQBSQ4dq6q3U12sUqIiIiUpBSnQAxEci4+4vJotYM10ltlN8KfAPYTja+QkRERKTTypUAUS6l2jLXUYbr782sNdbgEXf/gJk9Cgx39yUl6o+IiIhIj1SSwVw0wzWn/uxS9ENERER6n942NUlFJkB89cURobpDWmpTaybv3hVqax3pbQHcfVcwr9Rim4AHZ9LzZZ+s3hlqq7G+OlQ3auPwUN2rFsuX3eixuuEr09fb6LHnd9irsYDii9+9JlR33b1j04uAFYHnJNMn9tpvXhXLIf3xieeF6mZ97sX0ImDLL2P922jDUmt2r4619W/HxV6H31ljqK52dqxuncWyYz9el55X/J9NsXWO8th3yQvPx3KID38+9mdrdeD1euuu2HfE2eMPC9XR0D9U1tT8RKgukrkKsP9TC1Nr3r7vIaG2PkrshLuL3nVRqO7Wb3w3VDe9ZktqzQ9Xx76rv/LM86G6K5cOCdVdtCD2Hn7Xt0JlUgQVOZgTERERaU83zWYtmVLNMyciIiIie0GXB3Nm9iUzm29m88xsrpkdZ2azzWyhmT1tZg8lZ7eSLJ+a/Ht/M1tuZlV57c01s2O72i8RERGR3qBLu1lTMlgvcvc5ZjYDuAZ4b+59lc0qIiIipdDbpibp6pa5SAbrA8BB7dxf2awiIiIiXdDVwVwkg/U9wDPt3L9T2azzt7zUxW6LiIhIT6Vs1gKkZLD+wszmAscDV7Rz/05lsx7e/8CudFtERESkx+jy1CQdZLBe5O5zAk0om1VERESKRpMGF6DADNb2KJtVREREpJO6umWuowzW9iibVURERKRIujSY60QGa3vLlc0qIiIiRdHbEiAqMs7rhZZNscLqAakl9V4faqo++L5YXRXLelxHLK/0ter0l2hNJpbh+JrFchd3B3Njt3pzqG5dsH9Dq+tSa9ZZbJ0rq2NHTHyoX+z1f4L0bE6AyPdHP4vlGq4PPm9kYo91WVXsuRvusa+FPoHzpzYQyz7O7Iw9hu0Wq6slls37fPC7ZMWmfVJrmhtifVtksSzlwaR/HgDqgwcHLfKtqTXD6mJ5wNZvcGylVcUNGbJgc5Hc1YfXxvJKzx0Ry2aNfg4HBPOl1+/ok1rT1BD7rm7ZuD1UtyaQZw5QTfrnQfauihzMiYiIiLRHkwaLiIiISMUo2WAumtlqZn81szNy7vdBM7unVP0SERGRnq23TRpckt2sBWa2Xgr8yszuB6qBrwOnl6JfIiIiIj1NqY6Z2yOzFcDsTQclPwB82t2fNbM7gKuAfsDP3F15XSIiIiIBpRrM3Qv8s5m9APwJuNnd/5JXk5vZ+lXgSaAJmNpWg8mWvBkAhw48jDGNY0vRbxEREalwve0EiJIM5tx9q5kdA5wInEQ2s/Xzyc2/MLMdwFLgU0n9NjO7GdjaujWvjTZnAjMB3jX29N71KomIiIi0o2RTk3QiszVD74tTExERkSLrbZMGl+Rs1uQs1Qk5i1ozW0VERESkiEq1Za4zma0iIiIiXZYp4zQh5VCqY+YKymxN7nN1KfoiIiIi0pNVZJzXp3YPCtVtb07fizyWWP5lczBPb0hz7CmtDT71daRnvT7QJ5an2ByLq6Qq+INmv2B2pFX1jTUYWO86i2XfnrEjeARBc6y9i3dFn+P0J7k2+IvxldqGUF1mXewIhmOaYu+5ibYtVLejJb29ZVWxx1A9MNa3aTtiz92IulgW5eTmWMbo4Pr0XNNpTf1DbdUHX/9BmViW7pA+sdzg8bvS8zTXBP8i+KY1sbqWWAb1qztj3xH7kv46AHyU9DzVaObq51bdH6r7xPpzQ3WDYl85DG5Iz/A9bUe/UFtVA2Kfwwsy6XnmAGMGrQ/Vyd5TkYM5ERERkfb0rp2sRToBwsyGJJFdc81slZmtyLm+Pa/2EjO7Nvn31Tm1L5rZbWZ2WDH6JCIiItIbFGXLnLuvJ3vGKmZ2Ndn54r6dXE/bLv69nNrzgfvM7Ah3X1uMvomIiEjv0tsmDS7J1CSd5e43k02PuLDcfRERERGpBHvjmLkGM5ubc30wcHsH9U8Ch5S2SyIiItJTactc8e1w9ymtF+CfU+rbPB3QzGaY2Rwzm3PP9kXF76WIiIhIBepWu1kTRwEL8he6+0x3n+ruU0/ve1AZuiUiIiLS/XSrqUnM7P3Au4B/KndfREREpDK5EiD2us+Y2cVAP+BZ4GSdySoiIiISU/TBXH4sl7s35l2/Ebgxp/ZN9SIiIiJdoRMgRERERKRiWCXuV25a/kyo0759U3pRJhaUl3nuoVBd1RHTQnVW1ye23nXL0tvqE8uE9C3rQnX0ieX9kcnE6qpivxmqBo1KX+Vrq0JtWd9glurPfxCqq/nIp0N1HulfTSzTtqr/0FDdqSd+IVT3xz99OVRnDbH3U2ZteiasDRgeamvnv18dqqv/+D+G6qrHTQ7V+a5YDm3mlT3OydqD7btfqC2am0Jl1n9IqM53xXJoLfC+y6xYGGqr5f57QnUPXRf7fj3+46EybEwsT7XmXRelFwW/vzLrXwnVNR5/eahuy5++Hqpjy2upJVVjD421Ffx7Q3VtrM5jz139wScEE8GL7y2j3lGWwc3jrz5QlsesLXMiIiIiFaxkJ0CY2RDgz8nVEUAL0Hpiw8Hu3jepewyoJzuZcAOwIqk5x92Xlqp/IiIiIj1ByQZz0bxWdz8uWXYJMNXdLytVn0RERKTnq8RDyLpCu1lFREREKlh3mGdOREREpGg0NUk3lZvNesMvfl3u7oiIiIh0CxWzZc7dZwIzIT41iYiIiPQ+OmZORERERCpGubbM9TWz5TnXvwtsKFNfRERERCrWXhnMtZHX2t4WwRtL3hkRERHp0XQChIiIiIhUjIrMZv398AtCnd4ayAQ9ZlAsr3T5+n1CdY21u0N1zZnYODoS8vZgTd9QW9st9lqP3x2LlnutOlTGuqrYeodl0te7JtjWW3bGsgNPeNeaUN1D9+4bqnupLn1j9+Lq5lBbxzbFnuBz7zw/VHfLe24J1R1dn54JCfD0zvT821eCUY+fmLYyVPeL+2LZnCdUB3KZgSd3DwjVHVm9JbVmSVMs03hzdeyzXx/8bj6iT+yxRl6vpmCq5AV3fDBU5xteDdU9efGfQnUNwe/XW6vTX4sB7e4gerNBsXhZLv7lqaG6/qd+KVT3yL7HptYs9Nh77r1nxr7nbrp7WKjupP6xv5sHL7inbNmsk0e8rSyDm3mrHlE2q4iIiIgUpqiDOTMbYmZzk8sqM1uRc92T/z9rZneY2UAzu8TMbsprY6iZrTWz+mL2TURERHqHjHtZLmnM7HQzW2hmi8zs823cfpGZzUsuD5vZkZHHW9TBnLuvd/cp7j4FuB74Xs71bcm/J5E9c/WTwG3AaWaWu5/wPOB2d99VzL6JiIiIlIuZVQPXAWcAhwEXmNlheWVLgHe6+2TgX0nm101Trt2sjwCj3X0z8ADwnpzbpgM3tXkvERERkcp0LLDI3Re7exMwCzg7t8DdH3b3jcnVR4ExkYb3+mAuGZmeAtyeLLqJ7AAOMxsFHAzcv7f7JSIiIj2Dl+m/3OjR5DIjp1ujgVdyri9PlrXn74G7I493bw7mGsxsLrAeGAz8MVl+J3CCme0DfBD4tbvvcf5Q7hN0z45Fe63TIiIiIhHuPtPdp+ZccneTtnWma5sH2pnZSWQHc1dF1rs3B3M7kmPnxgF1ZI+Zw913APcA59LBLtbcJ+j0hoP2UpdFRESk0nTTEyCWA2Nzro8B9pi/x8wmAzcAZ7v7+sjj3eu7Wd19E3A5cIWZtc5CdRPwWWA42X3EIiIiIj3J48AEMzvAzOrIbsC6PbfAzPYje3Loh9z9hWjDZTkBwt2fAp4mOVYOuBcYBdzslTiLsYiIiHQb5TpmrsM+uTcDlwF/ABYAt7j7fDO71MwuTcr+GRgC/CiZzm1O5PGWLJu1jTzWxrzr78n5dzMQm2JfREREpAK5+13AXXnLrs/59z8A/1Bou0qAEBEREalgJdsyV0r9LZZtObZ+Z2rN7t2x/Mt+NbF1jtovlpPoHotvW7pkcGrN23fvCLW11mOhGuMbNofqXtsRa28DdaG6/p6euzgpmC9bVx0LVKzqFwsPHVgVy4Q8rCm9f/tb7DfUxEGh417xzbGcxLcPWBuq2/e42HNX/dcNqTWTm2OfL+sT+yoa1BJ7/fcdtzVUd+ji4Os/aHtqzeBVsff5gObY6z/p0NWhur6H9AnVbf5d+vfEqkwweMdj2cfUxfo2ZlQsD3jlqlhG9vSa9Czd9TtifRvckP53BIAtsccQyVwFeNvavxWtrepxsczVI1pif0tGntb9hw6RNIaeRFvmRERERCpYpwZzKRms/2Jm85Ncsblmdlxyn9lmNrWd9s5NslsP6cqDEREREemOJ0CUUqe2lSbznkwBMLOrga3u/m0zexvwXeBod99lZkMhtI/tAuCvZM9uvbozfRIRERHpjYq943sksM7ddwG4e+rBPGbWCBwPnER2vpWri9wnERER6UV0zFzX3AuMNbMXzOxHZvbOwH3OAe5JJsfbYGZHF7lPIiIiIj1WUQdz7r4VOAaYAawFbjazS1LudgEwK/n3rOT6HnKzWW/fvrhIPRYRERGpbEU/v9jdW4DZwGwzewb4CHBjW7VmNgQ4GZhkZg5UA25mV+YnQSRhtTMBHhjxgd61/VRERETCynkyQjkUdcucmU00swk5i6YAL3dwl/OAn7n7OHff393HAkuAE4rZLxEREZGeqthb5hqBH5rZQKAZWER2l2ur35tZ6+yrj5CN8PpmXhu3AhcCDxa5byIiItILeHRi6x6iy4O53AxWd38CeHs7ddOC7f2gq30SERER6S26fyZHG+7uE4vgGd+cHk0zbkcspsuC+9/XvDQiVLe5OraHu5HArwuHBfXpsUmDYilNNO2MReZsq45Fkq0MvssGt6RPSRhMQYs8awBMGhCre7KmIVS3K9i/usDbadWWoaG2Pjz2sFDdw5v2DdVl7g2VUVPEQ1LGNceiq3ZZ7Am+b/HoUN2LtbEHcUYgCe3RPrEorO3BSLoXXxoTqjtwQSxq7tFgZNpbdga+KHZuC7VFS+z7deP6vqG6MWNjkVk/XD08taapIfY6nLajX6hu4thDQ3ULfU6orpixXxtfnRxq69669PhIgP53NIXqjijjppmMjpmTShMZyEn3ERnIiZRDaCAn3UZkICe9gwZzIiIiIhWsKIM5M9vfzJ7NW3a1mV1hZjcm2a31yfKhZrY07X7F6JeIiIj0Pu5elku57K0tcy3Ax/bSukRERER6jb01mPs+8Bkzq8gTLkRERKRyZPCyXMplbw3mlgF/BT7Uxm0Hmtnc1gtw6V7qk4iIiEjFK9Zgrr3haO7ybwCfa2OdL7n7lNYLcH1bDeVms87dsqjrPRYREZEeScfMdc56YFDessHAutYr7r4ImAt8sDMrcPeZ7j7V3adO6X9QpzsqIiIi0pMUZTDn7luBlWZ2CoCZDQZOJ7trNdfXAZ2pKiIiIlIkxTwh4cPAdWb2neT6V939JcuZsd3d55vZk8DRRVyviIiIyOsyZdzlWQ5FG8y5+3PASW0svyTv+vty/r0UmJR3+9XF6pOIiIhIT1eRU4VcecyroboNC9OzEgeM3hlqq+97jwjVNT+5MFS3a1ks267P4ek5qSeujeUk1k5IzysEaH45EEQJ1IzKP0yyazLb0l+Lppc2h9ry2NNLzVn/EKq78IUbQnVVfWPRalV90uuqRw8JtWU16Zm2AKfsF/vc7HNMn1Bd9YT9Umt2/fX5UFu1HzwvVPf+hrtCdVHb5m0vWlufelcsX3TnY8tDdTVDYxnUVhM7WmbK0l2hupC62HskGFXMxOtPjRWuij13X3km/X3XsjH22lcNiOUyR5+T9565JlRXPW5Yas0mTiLz6vrUukE3zAutc8OHYjnPWxfEMnfLyZXNKiKlFBnIiYikiQzkpHeoyC1zIiIiIu0p5zQh5VC0LXMp+ayzzWxqW7VmNs3MNpnZU2a2wMz+pVh9EhEREenpustu1gfd/ShgKnCxmR1T7g6JiIiIVIJutZvV3beZ2RPAgcAT5e6PiIiIVJ5y5qSWQ3fZMgeAmQ0B3grML3dfRERERCpBMQdzHeWztnVb7rITzewp4F7gm+6+x2AuN5v1xiWxKRZERESk9+lt2azF3M3aXj7rkjZue1NuK9lj5s7qqHF3nwnMBNj4/mm9a/upiIiISDuKtmUuJZ91NtkTG1rnkPwIcH+x1i0iIiLSKuNelku5FPuYuQ8DXzazucB9JPmsZLeobQGeNrOngUbg20Vet4iIiEivU9SzWTvIZ20CLmvnPrPJbrkTERERkQJ1q6lJor74RHpmHcAhmfTMyres3xFq6+VnNobqltbG8k83WyZUV/Vies0aYpmADQ/F1jncY49hU/AxrCUWlLoP/VJramkMtVUfTIX84p9jWZ9feir2nNQG1zvU0z96r1lLqK1v/mMsHuyuV0aF6uqXhcrYXLU1tWZ+deyz+q3Bd1B6nugAABvDSURBVITqPveH9KxigNEey6tdZ/1DdZ8ZsCG15ss3xHKehzM6VDdxd2zHyaCW2Pvkl/Xp33XTWmKfr480B8OPG2LP79JLfhGqGzw6lqd65dL0XOM1LbHs2wsyA0J1538y1t5Nd8c+E0e0pL9e99YNDrUVzVwd/PPnQnXPHRjLKi8nJUCISElFBnIiIiJR+qsiIiIiPYomDd6LkszWv8tb9mkz+1G5+iQiIiJSScq9m/UmYHresunJchEREZGC9bZJg8s9mPs1cJaZ1QOY2f7AKLJz04mIiIhIirIO5tx9PfA3spMLQ3ar3M3e205DEREREemkcm+Zgzfvam13F2tuNutzWxbvtc6JiIhIZVECxN73W+AUMzsaaHD3J9sqcveZ7j7V3ace1n/83u2hiIiISDdV9qlJ3H2rmc0GfoxOfBAREZEuck1NUhY3AUcCs8rdEREREZFKUvYtcwDu/hsI5iCJiIiIdKCcx6+VQ7cYzBXqlF2xDLy+mebUmleqYrmmZ56xJlS3fk6ojAfXxbI+p41cmVqzZlUs/3DQwFgO7Y7tsee3aXcsE3TfEekZngB1jemv17Z19aG2tm+LZXNm1sXyZT/SFHufDB24LbVm67bYY1i/oyFUR8vuUFl98LutPhMrnD5peWrN9vWxr5ia8fuF6r4y/OVQ3YpXBobqFhN7jl9eld7eF4dtCrW1bE0s63NOfex9sqIm9jn8bHP67+XR41aE2vL16d9LADY0lkM79uzYdw7VsSzSixakt1dNLOd3zKD1oTo89l1yUv91obqRp6V/dvrfEcvI3bog/bsV4pmrh730TKgutlYphu6ym1VEREREOqEit8yJiIiItKe3TVfb6S1zZvY9M/t0zvU/mNkNOde/Y2afNTM3s3/NWT7UzHab2bVm9iUzm5tcWnL+fXnnH5KIiIhI79GV3awPA28HMLMqYChweM7tbwceAhYDZ+Us/wAwH8Ddv+7uU9x9CrCj9d/u/oMu9EtERER6MS/Tf+XSlcHcQySDObKDuGeBLWY2KMlaPRTYCOwAFpjZ1KT2fOCWLqxXRERERBKdPmbO3V81s2Yz24/soO4RYDTwNmATMA9oPdVmFjDdzFYBLcCrwKiudFxERESkLTpmrjCtW+daB3OP5Fx/OKfuHuA04ALg5s6sKDeb9Y/bF3Wp0yIiIiI9RVcHc63HzR1Bdjfro2S3zLUeLweAuzcBTwD/BNzamRXlZrOe1vegLnZbREREpGcoxpa5s4AN7t7i7huAgWQHdI/k1X4HuMrdgzMwioiIiBTO3ctySWNmp5vZQjNbZGafb+N2M7MfJLfPM7OjI4+3q4O5Z8iexfpo3rJN7v6maa7dfb67/7SL6xMRERGpOGZWDVwHnAEcBlxgZofllZ0BTEguM4D/irTdpUmD3b0F3pyJ4u6X5Px7KTCpjfvdCNyYt6yxK30RERERAco4SUiHjgUWuftiADObBZwNPJdTczbwM89u5nvUzAaa2Uh37zBDT3FeIiIiIqU3Gngl5/ryZFmhNXsq137lEuynntFd2+vOfdNj7R5tdff21Lfu0V537psea/doqxLa68kXsrtG5+RcZuTc9gHghpzrHwJ+mHf/3wMn5Fz/M3BM2np70pa5Gd24ve7ct2K31537Vuz2unPfit2e+tY92uvOfSt2e925b8Vurzv3rRTt9VieM/NGcpmZc/NyYGzO9TFk592lwJo99KTBnIiIiEh39TgwwcwOMLM6YDpwe17N7cCHk7Na30r2hNIOj5eDLp4AISIiIiLp3L3ZzC4D/gBUAz929/lmdmly+/XAXcC7gUXAduCjkbZ70mBuZnpJ2drrzn0rdnvduW/Fbq87963Y7alv3aO97ty3YrfXnftW7Pa6c99K0V6v5e53kR2w5S67PuffDnyy0HYtOcBORERERCqQjpkTERERqWAazImIiOwFZlZb7j5Iz6TdrEVmZjXu3lzufoh0hpm9r4ObdwGL3X3B3uqP7B1mdpy7P1bufnRHZjYEuBA4JFm0ALjJO5EzbmZrgN8BNwH3ezf7A2xm1wK/dPeHy90XKUyPGsyZ2afd/ftl7sOT7h4Kxu1k+0OAdwDL3P2JUq0n2JfBHdy8y923Fdje94GHgIfdfUWXOldiZjaa7NlIAK92ZgBf5D8Sb3X3R9MrU9v5SQc31wCHkn19Lg+09YOObo+00U67xXzeLnP3azvTj3bau9Ld/yP59wfc/Vc5t33D3b9YQFsTgG8DB5LNvL6iVJ8LM1vm7vsVUH8ecKe77yxFf7rKzKa6+5witHMocB/Zsw+fAgw4CjgNONndny+wvSHAeWSnpJgA/Jrse7dbDKTN7P+R7dtI4GayfZtb3l5JRE8bzBX0hZTcZwlvjnGznOvu7gcW2N5T7n5UIfdJae9O4PPu/qyZjQSeJDur9IHAzEIHr2b298Bgd78mub4C6E/2cV/p7qFQ3+S+rc+dtXFz65nSn3f3XwTbuwx4e3IBeJhkcAc87e6ZaN+S9oaSPStoI/Bj4BrgROAl4J/cfVEBbX0BqHX3ryXXlwGvAXXAT9393wvsW7H/SLz+I8LMHnH3txVy/wLWUwU84+6HB2qbgGeBW8hOevmm94m7/7QT6y/Z81YMea/Dm9oudF1m9iDwM+AB4L3A29y9oy2nnWZmr7j72PTK1+t/AxwP3EN2K9O9ns3q7kofTgI+BUxMFi0ArnX32Z1o6ymgMenbLHd/LuUu7bXza+AWd78lb/n7gQvd/f2daTdpYxTZRIDpwLCkn1/qRDuf7eh2d/9uJ9ocl/RrOtCHN57HFwptS/aOnjaYK+gLKbnPkLxFVcAHgSuAJwv9sJrZcqDdD0+hHywzm9/6h9PMvggc4u4fNrP+wEPuPrnA9h4HTm/ditE6+DSzPmS/kN9RSHsp69oX+Iu7H9aJ+44k+8fi7WT/kA1z930KbONesgPf/sApwE+AO8gO6C5y92kFtPUkcGLr1sac562a7GM8ocC+FfWPRO6PiK78oDCzD3dws7v7zyOhz0lbQ8j+sTofaCb7S/9Wd9/Ymb4lbRb7eSv2YK7d16HQ18XM5rr7lFL1NW9dnfkhvA9wLtk/+EeS7D509wc6sf4zgWuBr5H9wWrA0cCXgcuS6RwKbXNi0rfzgSbeGJC8XEAbC919YqG3FdB+I/A+4LPASHcf3ok2/iXn6seB/8693d2/2sU+HkX2x/Bkd69Oq5fy6EnzzMGbt7DF7vDGoKaKbE7a54C5wJmd/DVXTfYXYVtbqzpjd86/TwH+B8Ddt5hZQVuqElV5u6N+lbS308waCmnIzH7LG1vOHnf3ptzb3X2tmV1VYJsGHEF2EHc8cBjZyRN/Xkg7ieHu/sWkzZdbt0YCz5tZwfP45O02/s9kWUuhz1viCHc/r4113Gpm3+hEe1VmNojsj5HWf7/+HnT3DcF23tLGMgPeQzbs+eeRgVyyzvXA9cD1yW7pC4D5ZnaVu3fm9YTiP2+TzWxzG8st22xhPyB483dQ/vdRod9PfZI/pK2vY0PudXd/spDGzOyOdvpgQP6P2lTuvhn4KfDTnN2HPzSzwYX+qCb7vXuOuz+ds2yumc0BfkjevFzB/i0Evgp81cyOJDuwu8/MVrn78cFmOjpUpKDDSFolP5zfQ/bz0Lp18wvAvZ1pL3ewZmbndHXwlrRTC5xO9jk7BfgL2edSuqmKG8yZ2RbevGuv9cvJgIL/qCZv2o8BnwH+Cpzt7i91oYsrW3fFFckrZvYpsnltR5P94JMMIDpzZtSA3Cvu/o2kvSoK/0K/geyg6+tk/yg+zxuDu4fdfbW73xFtzMz+COxDdjD9KPAN79rB9i2Q/YtsZuvybit0INxoZrXuvjtp88akz/VJnwtV7D8SA4AneONzkfuH3oHxkUbc/VOt/04GwRcBV5F9Pb7eiX5hZkeT/cN1GnB30s/OKvbz9kwxD4sAjkwGh0Z28NU6UDSyu6sKsYo3b+XPve7AyQW29+1O3tah5IfD+8huARsM3NqJZkbkDeQAcPd5Zlbw1qq8/lWR3Y05HOgHrC3g7sPa2Y1pwL6d6MsvyX4O/gL8kuzW5GIed9ilXW1mdhrZz+qZwN+AWWSD4js1cJW9p+IGc+7ev8hNLiG7C+j7wDKyX8ZH5qzvtgLba3OLnJmNBabnbB2K+nuyux5OBc5399eS5W8lu9uwUPea2b+5+5fzln+NAn8ZuvudwJ0Aye7Go4BpZI9NO4A3ThCIWkx2d80EYD2wzszWunv+QCxqvJndTvY1af03yfUDCmzr18B/W/aA+e0AZtaP7K6hX3eib0X9I+Hu+3eiD20ysxrgEuCfgMeA85KtHIW281XgLLLHPs0CvuBdP9O7qM9bsXW0GyoZ+BfS1rQud+jN7f0l2bJ3IDC/Kz+UksM8ziH7h/9osnmS/0bnz9AsxRawE8n27xyyx27OAj7j7psKaOZ/yB6m0ZYbOtGtPwAfd/cteX2tJvv3IXR8cQl9kewg84oCtuZLN1Bxx8wlm6gvBQ4C5pHNNuv0Hwgzu5H2f824u3+swPYGt34ILHsA/gfIfqGMAW5z9/+/vTOPtauqwvhvWUVBogEUByYpQ0TREssMKqBGFMIQY7BKIEZwNgwqyiCKaJhSjRZkVolWilqLRAUrg8pUUQGloJGhIokoihEjRYzw+cfa573T03Nv795nv757+vbvr3vPeXe93dd771lnr29962Opa81BSEAuwctp1Z3wHFxbdpSkf0fGewGTTQu747sPdwK3KkHgHmI+L8SqYr4QWC7pyMg4rx92XtLPImLNwnemjgIexJOHLYBLgVNi34MNnUvb2qJKGmZ2uKRvhsd7Sbq5dm7kjs1Qfj4GuA44M0Zf1BLraTxBfyIcqu+iK1bvGWLm/rt9StLpseuIjRfe01dF6jSzdcaG15wKHI7vjO4GnCHp4pgYtVh/xxOTRcA11Y51Kmb2T7zRY7VTwN6SNoqM9xB+c74I11j+tXbuCkmHdVlvKmb2fOCDuGThKuAnwIdxjfadkg5OiHkXk5+tbXFZCnT4nBX6Rx+TuStwHdmNwFtwLdQx07uqScId66G4dcL2wBJ8R23zxHiDdC4ASDooMe5soOpIvCeltGxm9wKP4WWVZbhuLioZHBD32XiyWTVA7A48IulVkXG2lPSnrutpxFwf/8IEuE/SE8N+fm1hmbooQwL2CF6KWq3LO+bCYN4RN5AuiWIuGn+3BfUyc2K8pfjn4OTasRfjic/3YpLNXP+ntdfcDewiaWXQuF0jqU0jOUqsDaod6hzkvPEK8bYa9P6yiGYPy2yvY2bfx7vrb8W1aBvhHfHHKNECpA+fs8LU07syK/CK6qJuZpfidf1kzOxW4GRJ17ecu07SGyJDPhLWdApwU9BrHdphiclaljbCl8lNuK7tx2o0LUTyVTzRehvetLBj+HveoQSbAjP7Ip68bY/bTtyCd2YdWSsvx3AlXgLCzBarg41AiLEpbnXySjzRucfMzpP0SEKs3B5sNuBx2/NhbE1H3U2FpAfN7BA8+b1L0o+7xjSzs3Hj4gsax4/DdVdRDTes+rcZVRQ/jIOA75rZFyQdb+4VdzVwjqQL1/DaYWvr8n9a8Z8qAZP0aNCSpfILMxvUTJGyG7QbMD/le6ONjAlMXd95GjB0Z3gEZteuX5cAfwe2bJZdYyjJWgH6mcxNbOdL+p9rtDuxJXCumf0I1/TUywXDTHEHcRLeAXQ+8K2wk5hM/Y7U3OoDSTEC3iYXs4amhYi1TXirmdn2Ie7RwGuD1m3o3XYLK4CFJCaDLdTfHCM1AAwMZLYXriX5Ou79VVkn3GZm76qXNUck90UiVxfl8iE//6SZ3Y/f/Fy3pkBm9hU88b0FON3Mds1Q0jwQ2LHl+Jdw2UVsMpe1NCHvCj8UWGRmi4A9gGMlLUkJN+Bx2/NR2KahG60/j93lP7AW54fAWxPWU2cr4Ndm9qGEz9JqhKab1lNENI7VpSLmpvRJ0pEa9evXU2a2oksiF9aV1Su10E/6WGZ9iklBbNXBupLJO8JYL7Lbgb2BL+MX53kKYu+UUkYt7mxcK1c5fZ8KXKkE08WgE/oI/m98Bt6wsUAdu2YbTQvvB7ZWgo9Q+LdWViJ7Ai8FfiHpwKEvXD1OfddwNauThHUNLFMlxFoGfEDSHY3jOwEXStqtQ+zORtNmthLXyhgucK/rZmZLem6X+OF3zMITqYWS2hKq5s8vB+aEi9YGwI2S5nZcw4TvYsy5IfGG/d2id5hqzRnPAk7A5SATWjBF+EzWvuvq33PV2p4jKaqbPXcpsxY3i/9dSMAWAL/Hb4YnOs4Vb8Nyw7DzkvZNWF/nf2eQMVRSlM7XrxAzq1dqoZ/0bmcuJdkYIeZK4KhwR/2TIC6+gIRShplti/ub3Yzvfn3ezF6Nd8ueQWSHZygf7Y1rXVaEY7OB883sOElfTFhjW9PCtbiOIybOkvD6x8Jrb8aTzCS3dTLuGgaG2UTEfnE+r5nI4UHuDDrJLuS4o9ohQ4yhhN3S35jZghFf8t9qhzXotHJ4L640s+0k3Vs/GMqZKfrF3H+3+nvhyy3HRmYKvuuyljJzI+l2MzsZ1+BuQ213iUgblpRkbS3xm643bk2U3yu10EN6tzPXhnmH5iG4Z88Bka9tCos3w0tpTwA7SNouMt4PgJMk/bZxfBfg0wm7VXcAb1LDniOUXJfGfjHkbFows4PwJCvVOmRY7Cy7hhnX8ztgTzWmF5jPp71F0svbXzlS7Cmd5ztdmNkTwL1M3hRVO19dulnfgu/efI7JUvXOuOnqsUqYFNCIP06zj3N37p+H7553LmU2ypgLcT/CCRJ20jYF5uNyiA+qxXMuMt52uEXStnSYa2tmjxP8KoENWHV3NKkSlPuzbqt7pZ6hbl6phR7S22TOzNbDdRrvxJ2qF+PdYiOb1IY410jav+X4x4HTJUUZfZrZ8kElKDO7S/EdmcPiDTw3JN6J+G7aZsAf8B21pKYFy2ydEF6X3eokB2b2XlwP+DEmDXnnAmfhF9kocbtNml9DnotEPd4qp1Li5cC8y25YJ3ZSp7GZ7YjvPlTv/bvxBoO7EmLlnn186pDTitEM2hR07ucqZYYyZpt5exUraifNzB4AzgQuVoaLkmWaa5tDAtGIl3XcYy1m3Su1GTPWK7XQQ3qXzNmkQ/WbgRvweY8LlNE0tQtmdp+kbWPPDYk38E4ugw6salrYA59XGtW0MEyTlrK2nLuGU4GZHYjroCpdVpVERN1AzBSGJJgATwIjN1NMFZZ/9vFHWw4/Fzf/3kTShhGxJm7+zI2cb8ukTdsH/4zV/ckUk4CZ2a7AQwqj3czsSLyr/Y/AZxRpOGtmL1S3xq5mvCxzbXPvpJnZw3gS3So5UMIoLjOrzOObTRAhZJxXaqGf9E4zh/s13YgbSVYasi+lBrP8FhG/NLOj1TDjNLP3kDbGqNJ9NUkZD1Rfz2xgV1xHUxnzPhAbZsDjtuejkNXqJDeqTbworBkNmdZSb6agvTt10OuuGnZe8b6LWWcfS5pfPQ4J4THAu3Hz2vmDXremtSlD536jlLlfx1LmBfhUGszsdbge+CPATsBF+JzWGK63vFYnbXNtJ5KyiF3IQRNHqjixO2m5xz3CZAd6fZf0b7g11orMv6swpvQxmZuLd4heG7bmFxE/NqrO+/EPw7eBP5OWhNQ5FlhiZu9iVU3PeriZcBS5dWKZmxayWicov9VJVoJe65PUfOaAs7rqtGYiCc0UFXsADwGX46PGun5ec88+rnSUx+M6ssuA1zS1liNSv5GrN/Gkls6X4aXMIzKUMmfVdt8Ow0vSi4HFZpZifpvb6uRhPHGt3h9/YVXPzlF3IWcBG9L9fVaRK06dtt3erYCTzewzkhZNwe8sjBm9K7PWMff+mofv5NwJLJF0UWSMTfCRW4fhuoMrgMWJX771uPtS0/SoxZR4OsjZtGCZrRNqcbNYneTEzI4G3oeXWX8VDu+MXxwviX3fFdIIO3qV1OLV+IX/ckl3J8bbFJ9L/BLgPElLw/F9gbmSoky7zewcfOj8RSHeOMkEtsB3zLbBS6yXpjZUmNvO7BR2DH+PD2P/eXUuVsvbiJ3DAiRLGXgKyqwbj/q7c/wu4NrcDReF8aTXyVyFeUv2KcBuiuxmbcTZDL9IHA98QtI3Mi1xbJiKpoWMa2vbNbwlcdcwK2Z2D17a/0fj+CZ4OWPKrUEKq2I+9m0e3rX4WUmxu3zZCaXZJ/Ebw7ZxaGu9EWViAd5Q8V+847FTQ4W5hchbCRMM8N1HmVszXSYpeZpGpmTuduCNkv4RysCLmCwD7yBppDJw7gaItU3f118YnT6WWScwN2ydh++qrQCSu3aCnmIeftd/NWn6tj7wDuDs8PhE4Du1c/vjEyymi68BR+fYNZwCrO2OWj4WaTrWM2MJSdwB+Of1ZbifW9JnP7cGT1KXEVlTTbZRiJI+b2bX4TuaS2tl22fgSVMUtqrVyfqN59FWJ+QrA8eOcxwbzGw/fA5sYQbQu2QuaKnegX+RP4qXRU2JJpFmdhqu1/gdfvd2YmrpoSfkblrIycslXQXjt2sI/MvM5jRF42Y2B+g0jqcwOmZ2GS5fuBo4TdLyjiFza/DGmawNFZKWtRyLnnATmM+kiL+pb4NI02Bglpk9M3yXvwF4b+3cyNe9tVUS7YKZ1buSKzbGNeBHrP0VFaaD3pVZQxnjRuA9ku4Lxx6QlDR7M8R7gEn3+OoPYsDTkuZ0XPJYkdtOZAatbW+88/Jr+K6tgF2AI4HDJd00XWubSYTPazXOr3MZM7cGb5yxzKMQM68tt9XJlJWBxw1zP8c6Ah6V9HjbzxfWTfqYzB2K78ztiXeeLcIF6Fsnxmt+EMC/3DbHJzl07aoaK6aqaSHT2ib0HU2txzhoP8zsRcCHWNVn7jzFjxkrjCHjqMGbKeTSuDVi7s5kGfjxcGx7YMOEsm2hMNb0rswqaQlu/VGN8DoOeJGZnY93sy6NjPdg9Tho8N6JDylegRtrrlPktjrJTFark5yY2cHA5pJODc9vw60sDg9NJd+dzvUV0smpwSskk9vqJHcZuFAYa3qXzFWEO62FwMLQgv123AMsKpnLrcErdKLy1ap7ahGeJxskZ+IE/H1SsR7uebghXnotyVwPmQINXiGNLBq3QmGm0rsya25ya/AK6yZm9ktJu9Senyvpw+HxMkm7T9/qCqnk1uAV0phJGrdCYSooyVxmDV5h3cSGz9y9X9I2a3tNhcK6RNG4FQrpzPhkrqKmwZuHt8FfRoIGr7BuYmYLgZ9q9Zm77wP2kTRvelZWKBQKhZlOSeZaqGnwDpMU629UWAcJY5+uxN39q12CucCzgUNKR2uhUCgUpouSzBUKEQRX9QlrEo3JzN1CoVAozFxKMlcoFAqFQqHQY8Z5jmChUCgUCoVCYQ2UZK5QKBQKhUKhx5RkrlAoFAqFQqHHlGSuUCgUCoVCoceUZK5QKBQKhUKhx/wfCLSNcXinHHMAAAAASUVORK5CYII=\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "distances = []\n",
    "i = 0\n",
    "for close_prices in [close_prices_before_covid, close_prices_after_covid]:\n",
    "    log_returns = np.log(close_prices / close_prices.shift(1))[1:]\n",
    "    correlations = log_returns.corr()\n",
    "    dist = np.sqrt(2 * (1 - correlations))\n",
    "    distances.append(dist)\n",
    "    fig, ax = plt.subplots(1, 1)\n",
    "    fig.set_size_inches(11, 11)\n",
    "    if i == 0:\n",
    "        title_prefix = \"Before\"\n",
    "    else:\n",
    "        title_prefix = \"During\"\n",
    "    ax.set_title(\"{} COVID crash\".format(title_prefix), fontsize=24)\n",
    "    g = sns.heatmap(dist)\n",
    "    i += 1\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "It can be seen that before the COVID crash, there was a great distance between the US broad market components and\n",
    "precious metals/treasuries (denoted by the brighter colors in the top graph). After the COVID crash, we notice that\n",
    "the distances between all assets decreased significantly."
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "Next we obtain the MST for these networks."
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1044x1044 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1044x1044 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "i = 0\n",
    "for dist in distances:\n",
    "    graph = Graph(dist)\n",
    "    edges = graph.weighted_edges()\n",
    "    nodes = graph.vertices()\n",
    "    mst = graph.kruskal_mst()\n",
    "    if i == 0:\n",
    "        title_prefix = \"Before\"\n",
    "    else:\n",
    "        title_prefix = \"During\"\n",
    "    fig, ax = plt.subplots(1, 1)\n",
    "    fig.set_size_inches(14.5, 14.5)\n",
    "    draw_graph(nodes, mst, ax, graph_layout=nx.fruchterman_reingold_layout, title=\"MST {} COVID crash\".format(title_prefix))\n",
    "    plt.axis('off')\n",
    "    i += 1\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "We observe that before the COVID crash, the SPY (SP500) ETF had a small separation between US stocks, and greater separation\n",
    "between precious metals (GLD, SLV) and treasuries (IEF, TLT, SHY, etc.)\n",
    "\n",
    "After the COVID crash, the separation between the SPY to US stocks increased, suggesting individual stocks had stronger clustering\n",
    "between each other than the broad market. It can also be observed a greater distance between treasuries (IEF, TLT)\n",
    "and precious metals (GLD, SLV.) Before the crash, these two clusters were directly connected to each other. Now, they are\n",
    "separated by multiple components, suggesting there was a divergence between these two asset classes."
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "For completeness, the dendograms are plotted below."
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1476x612 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1476x612 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "i = 0\n",
    "for dist in distances:\n",
    "    if i == 0:\n",
    "        title_prefix = \"Before\"\n",
    "    else:\n",
    "        title_prefix = \"During\"\n",
    "    fig, ax = plt.subplots(1, 1)\n",
    "    fig.set_size_inches(20.5, 8.5)\n",
    "    pdist = distance.pdist(dist.values)\n",
    "    link = linkage(pdist, method='complete')\n",
    "    dendrogram(link, labels=dist.columns)\n",
    "    ax.set_title(\"Dendogram {} COVID crash\".format(title_prefix), fontsize=24)\n",
    "    i += 1"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Conclusion\n",
    "\n",
    "In this notebook we learned how constructing a minimum spanning tree based on the distances of asset prices can give us\n",
    "an idea of the hierarchical structure they correspond to. This information can be used to understand the market relations\n",
    "at different points in time."
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "[references]: #references\n",
    "## References\n",
    "[1] [A review of two decades of correlations, hierarchies, networks and clusteringin financial markets](https://arxiv.org/pdf/1703.00485.pdf)\n",
    "<br>\n",
    "[2] [Hierarchical Structure in Financial Markets](https://arxiv.org/pdf/cond-mat/9802256.pdf)"
   ],
   "metadata": {
    "collapsed": false
   }
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
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 },
 "nbformat": 4,
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